{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1e542c8b007e","filters":{"venue":"Journal of the Society for Clinical Data Management"}},"results":[{"id":"W3144134537","doi":"10.47912/jscdm.29","title":"Electronic Data Capture-Selecting an EDC System","year":2020,"lang":"en","type":"article","venue":"Journal of the Society for Clinical Data Management","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Inflamax Research (Canada)","funders":"","keywords":"Electronic data capture; Computer science; Process (computing); Process management; Selection (genetic algorithm); Key (lock); Automatic identification and data capture; Software; Electronic data; Systems engineering; Software engineering; Data collection; Database; Engineering; Computer security","authors":[{"name":"Maxine Pestronk","is_ca":false},{"name":"Derek Johnson","is_ca":true},{"name":"Muthamma Muthanna","is_ca":false},{"name":"Olivia Montaño","is_ca":false},{"name":"Denise Redkar-Brown","is_ca":false},{"name":"Ralph Russo","is_ca":false},{"name":"Shweta Kerkar","is_ca":false},{"name":"David Eade","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3715713256232152,"gpt":0.4163583071334349,"spread":0.04478698151021976,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02332524,0.000583037,0.0006755466,0.003137565,0.001545776,0.005036622,0.001610274,0.001527077,0.02746989],"category_scores_gemma":[0.04299568,0.0007248465,0.0006282907,0.002559572,0.000446393,0.00346421,0.002352657,0.001071652,0.02096556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878585,"about_ca_system_score_gemma":0.003673399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001981133,"about_ca_topic_score_gemma":0.002271746,"domain_scores_codex":[0.9848663,0.005770576,0.0018374,0.001070739,0.005866499,0.0005884974],"domain_scores_gemma":[0.9634681,0.01459047,0.001412925,0.002524855,0.01641054,0.001593197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008565956,0.0003551316,0.02374894,0.002577001,0.00005060577,0.001048701,0.00212624,0.0008993244,0.02028742,0.0166592,0.21684,0.7145507],"study_design_scores_gemma":[0.0003158572,0.0008332728,0.02967757,0.0033579,0.0001305488,0.002566451,0.003437603,0.005967781,0.04790837,0.006637663,0.8989028,0.0002641377],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06766881,0.005388913,0.5382958,0.02033686,0.002521806,0.02834882,0.01404383,0.01816739,0.3052278],"genre_scores_gemma":[0.1359527,0.005041489,0.7496446,0.009431091,0.001012685,0.01080129,0.01008746,0.002956827,0.07507186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02746989,"threshold_uncertainty_score":0.1233572,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3151024934","doi":"10.47912/jscdm.30","title":"Electronic Data Capture-Study Implementation and Start-up","year":2020,"lang":"en","type":"article","venue":"Journal of the Society for Clinical Data Management","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Inflamax Research (Canada)","funders":"","keywords":"Workflow; Electronic data capture; Data collection; Computer science; Data management; Data flow diagram; Data exchange; Work flow; Data science; Database; Engineering","authors":[{"name":"David Eade","is_ca":false},{"name":"Maxine Pestronk","is_ca":false},{"name":"Ralph Russo","is_ca":false},{"name":"Muthamma Muthanna","is_ca":false},{"name":"Derek Johnson","is_ca":true},{"name":"Denise Redkar-Brown","is_ca":false},{"name":"Olivia Montaño","is_ca":false},{"name":"Shweta Kerkar","is_ca":false},{"name":"Meredith Zozus","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.489450069226118,"gpt":0.6022800316091927,"spread":0.1128299623830747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1302435,0.0009463973,0.001095848,0.003952694,0.002252692,0.006957847,0.004601629,0.001841031,0.01811522],"category_scores_gemma":[0.1538132,0.002005144,0.00166832,0.002597772,0.001098196,0.004819996,0.007187078,0.00345081,0.01632542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005764311,"about_ca_system_score_gemma":0.02080108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003453596,"about_ca_topic_score_gemma":0.004645121,"domain_scores_codex":[0.9145335,0.04851169,0.01120271,0.004317034,0.01811027,0.003324869],"domain_scores_gemma":[0.858207,0.07265902,0.005855556,0.01772376,0.03764631,0.007908284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004216149,0.001138567,0.01152157,0.005013708,0.00006658846,0.0003167554,0.006896919,0.0004045207,0.003355509,0.005779017,0.04485663,0.9202285],"study_design_scores_gemma":[0.0009026037,0.00545771,0.08896952,0.01843071,0.0002395773,0.001273186,0.01393497,0.002008272,0.02061793,0.007389646,0.8404344,0.0003414314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1178863,0.02822303,0.3384798,0.05180017,0.005834887,0.2064588,0.01754788,0.01727976,0.2164893],"genre_scores_gemma":[0.1413604,0.01886668,0.6746539,0.0114091,0.001508859,0.09680776,0.01081956,0.00199571,0.04257806],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1302435,"threshold_uncertainty_score":0.6888018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3149290894","doi":"10.47912/jscdm.31","title":"Electronic Data Capture-Study Conduct, Maintenance and Closeout","year":2021,"lang":"en","type":"article","venue":"Journal of the Society for Clinical Data Management","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Inflamax Research (Canada)","funders":"","keywords":"Data collection; Electronic data capture; Automatic identification and data capture; Data management; Computer science; Best practice; Database; Operating system","authors":[{"name":"Olivia Montaño","is_ca":false},{"name":"Maxine Pestronk","is_ca":false},{"name":"Derek Johnson","is_ca":true},{"name":"Muthamma Muthanna","is_ca":false},{"name":"Denise Redkar-Brown","is_ca":false},{"name":"Ralph Russo","is_ca":false},{"name":"David Eade","is_ca":true},{"name":"Meredith Zozus","is_ca":false},{"name":"Shweta Kerkar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7200875333063134,"gpt":0.6312750633354082,"spread":0.0888124699709052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1361637,0.0008848959,0.001516946,0.00388561,0.002324448,0.006280887,0.003208874,0.001429021,0.01842789],"category_scores_gemma":[0.1994571,0.001321372,0.001101536,0.004287367,0.00176231,0.003859458,0.003901316,0.002835007,0.01951851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002767558,"about_ca_system_score_gemma":0.01592093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001904589,"about_ca_topic_score_gemma":0.002215361,"domain_scores_codex":[0.8740206,0.07636111,0.01741339,0.005962866,0.02427293,0.001969139],"domain_scores_gemma":[0.7774876,0.1178127,0.01389986,0.05008222,0.03704751,0.003669939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008764125,0.0004835322,0.009614714,0.003629239,0.0000801856,0.0001930389,0.005002084,0.0005925315,0.004393654,0.01945385,0.1296339,0.8260469],"study_design_scores_gemma":[0.0005519018,0.001311441,0.0281485,0.007483682,0.0001289519,0.0007965293,0.00290329,0.002391135,0.01408576,0.01595512,0.9260489,0.0001949618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03332387,0.009145277,0.5785611,0.02577998,0.0044563,0.1463686,0.02747323,0.01214558,0.162746],"genre_scores_gemma":[0.1039589,0.01367972,0.6202355,0.01046494,0.002435894,0.1712198,0.01796834,0.002493596,0.05754314],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1361637,"threshold_uncertainty_score":0.7201113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}