{"id":"W4235646943","doi":"10.1503/cmaj.161369","title":"The expert","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Head (geology); Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002675454,0.0006817903,0.000422642,0.001397865,0.002543638,0.003883194,0.001383585,0.003756286,0.3939844],"category_scores_gemma":[0.0183789,0.0004913782,0.0005402744,0.0005276049,0.001191683,0.002533899,0.003030835,0.00421251,0.1852132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002230723,"about_ca_system_score_gemma":0.00589077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003575743,"about_ca_topic_score_gemma":0.009987238,"domain_scores_codex":[0.9965887,0.00056658,0.0002174281,0.0007021655,0.001481862,0.0004433303],"domain_scores_gemma":[0.9899976,0.00082672,0.0002828439,0.0007244057,0.004535431,0.003633042],"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":[0.00003638131,0.00002782092,0.0004452672,0.0001355304,0.000005079789,0.0008193937,0.0003075285,0.00004713212,0.0005492808,0.004940177,0.8908846,0.1018018],"study_design_scores_gemma":[0.000006970238,0.00001204802,0.0003189048,0.0001496231,0.000004055264,0.002436042,0.0003703151,0.00005097593,0.0001636005,0.001619933,0.994856,0.00001159094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003971824,0.009405917,0.01593665,0.1774245,0.08067404,0.0003580523,0.001054199,0.00206969,0.7091051],"genre_scores_gemma":[0.01946456,0.00375486,0.005053967,0.05087329,0.006588709,0.00012627,0.0005738909,0.0005030702,0.9130614],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3939844,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460384120674106,"score_gpt":0.5060329629423643,"score_spread":0.4414291217356233,"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."}}