{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001294798,0.00004601699,0.000148307,0.00004175707,0.0001941588,0.00001106471,0.0002157049,0.00003577446,0.00165575],"category_scores_gemma":[0.002232824,0.00003298543,0.00003781996,0.0002184697,0.0001404202,0.0002797832,0.000007106743,0.000216809,0.00003208283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002728886,"about_ca_system_score_gemma":0.0001038558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001002149,"about_ca_topic_score_gemma":0.00002372842,"domain_scores_codex":[0.9988614,0.0002010992,0.0002339455,0.00005592509,0.0005374755,0.0001102071],"domain_scores_gemma":[0.998788,0.0004055816,0.0002710696,0.00003782035,0.0002299234,0.0002676196],"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":[0.000295318,0.00009628801,0.007265632,0.00006785799,0.000145058,0.0001289588,0.111214,0.00001846847,0.0007730414,0.113912,0.7263793,0.03970411],"study_design_scores_gemma":[0.0003274218,0.000181853,0.001142564,0.00007226735,0.00003105404,0.00001135648,0.02819609,0.000001244538,0.00002750691,0.001040495,0.9689303,0.00003781768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01352004,0.001526475,0.0000236959,0.8856833,0.0007096406,0.00003816424,0.000001466324,0.000008218647,0.09848899],"genre_scores_gemma":[0.9637927,0.0007201726,0.0002140953,0.03059861,0.004002024,2.653912e-7,3.577443e-7,0.000004970253,0.0006667331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9502727,"threshold_uncertainty_score":0.9992568,"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."}}