{"id":"W2100881081","doi":"10.1177/0163278713518942","title":"Notes From the Field","year":2014,"lang":"en","type":"article","venue":"Evaluation & the Health Professions","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Modalities; Checklist; Modality (human–computer interaction); Video recording; Reliability (semiconductor); Video quality; Medicine; Medical physics; Computer science; Psychology; Multimedia; Artificial intelligence; Cognitive psychology; Operations management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002373806,0.0007191189,0.0004122387,0.002070027,0.003049903,0.00157811,0.001330373,0.001454551,0.2126833],"category_scores_gemma":[0.01451845,0.000237754,0.0003258503,0.001187675,0.0005939461,0.001133714,0.002539377,0.002481637,0.05990106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001792763,"about_ca_system_score_gemma":0.004520593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01129456,"about_ca_topic_score_gemma":0.01713238,"domain_scores_codex":[0.9979312,0.0006125469,0.000293503,0.0002608907,0.000701072,0.0002007695],"domain_scores_gemma":[0.9916446,0.002880604,0.0003426558,0.001057555,0.003237777,0.000836848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00021578,0.0001028564,0.000731408,0.0004244037,0.000005626249,0.001354771,0.003325468,0.00005022901,0.00178022,0.001763043,0.8867002,0.103546],"study_design_scores_gemma":[0.00001694808,0.00003225939,0.00127561,0.000267067,0.000002745737,0.0002381835,0.002801921,0.00002696234,0.0005020371,0.0004583877,0.9943618,0.00001626387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03295052,0.007716571,0.007756724,0.04524455,0.0560919,0.003994339,0.0250466,0.00132898,0.8198698],"genre_scores_gemma":[0.05443305,0.003950387,0.007192715,0.01199656,0.003804523,0.001610664,0.005369639,0.0004422376,0.9112002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2126833,"threshold_uncertainty_score":0.7114967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1514922505540342,"score_gpt":0.487047537602202,"score_spread":0.3355552870481678,"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."}}