{"id":"W4322767476","doi":"10.53962/hzk8-8ytf","title":"PubCast Protocol","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Research Data Management Practices","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Dalhousie University","funders":"","keywords":"Protocol (science); Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01168629,0.0007152853,0.001200367,0.002279116,0.00232384,0.007731864,0.002597753,0.001901058,0.1127611],"category_scores_gemma":[0.02403971,0.0008968611,0.0005983473,0.002805816,0.001061237,0.00628532,0.007437618,0.003967841,0.07218843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002088879,"about_ca_system_score_gemma":0.007803999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003390373,"about_ca_topic_score_gemma":0.002646135,"domain_scores_codex":[0.9910698,0.002375932,0.001041657,0.0006661323,0.004026232,0.0008202074],"domain_scores_gemma":[0.9813918,0.004219162,0.0008457592,0.007436317,0.004778622,0.001328271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009431588,0.0001583858,0.0005683342,0.0006082085,0.00002771635,0.0001729402,0.0005024499,0.0009066992,0.00399466,0.1494704,0.7264127,0.1162345],"study_design_scores_gemma":[0.0001033623,0.00003967386,0.0002046834,0.0001127197,0.00001613246,0.0001194648,0.00009735836,0.001693896,0.003083973,0.01936877,0.9751244,0.00003553335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.004972898,0.001901534,0.321411,0.007936225,0.007048904,0.008609368,0.06399296,0.04514869,0.5389785],"genre_scores_gemma":[0.07656808,0.006183421,0.1250817,0.006460289,0.002632962,0.01428572,0.09587095,0.01388095,0.6590359],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.9922681,"threshold_uncertainty_score":0.3772234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3405335038532591,"score_gpt":0.512503879613497,"score_spread":0.1719703757602379,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}