{"id":"W1496590119","doi":"10.26443/mjm.v9i2.444","title":"Who do I serve?","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Intensive care medicine","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":[0.00269221,0.0004329246,0.000657517,0.001172959,0.004176735,0.002252952,0.001348574,0.005181738,0.2303428],"category_scores_gemma":[0.02028872,0.0003090311,0.0005676659,0.0009329177,0.0007192166,0.002369168,0.002378519,0.003294894,0.1073086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001680269,"about_ca_system_score_gemma":0.01231443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165157,"about_ca_topic_score_gemma":0.02915912,"domain_scores_codex":[0.9972897,0.0005855552,0.0002430791,0.0002160577,0.0008519964,0.0008136648],"domain_scores_gemma":[0.9848818,0.001494143,0.001150539,0.0005785777,0.004882323,0.007012528],"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":[0.00007473874,0.0000269347,0.00114905,0.0003249198,0.000008474854,0.0001446652,0.0001141599,0.00001089057,0.0001341424,0.0008996284,0.9752867,0.02182559],"study_design_scores_gemma":[0.0000512426,0.00002725058,0.0031535,0.001564214,0.00001171467,0.000349733,0.0007962753,0.00003977927,0.00009119217,0.000763103,0.9931338,0.00001825307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004192524,0.008055732,0.0006473085,0.2629781,0.08280592,0.001170398,0.008237838,0.0004168012,0.6314954],"genre_scores_gemma":[0.03516744,0.0121776,0.0008462573,0.4123895,0.01570737,0.003177555,0.002665976,0.0002959817,0.5175723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2303428,"threshold_uncertainty_score":0.7705733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.183161217726054,"score_gpt":0.4102480014998842,"score_spread":0.2270867837738302,"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."}}