{"id":"W4250005845","doi":"10.26443/mjm.v10i2.739","title":"Elective advice","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Elective surgery; Medical advice; Advice (programming); Nursing; Surgery; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001435706,0.0008155711,0.0005388155,0.001352978,0.001761656,0.00171896,0.001511816,0.003829299,0.7279983],"category_scores_gemma":[0.01872043,0.0003473941,0.0009345631,0.0005450394,0.0004531671,0.001786144,0.002928649,0.003389777,0.3513272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466698,"about_ca_system_score_gemma":0.004058485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003655934,"about_ca_topic_score_gemma":0.01491306,"domain_scores_codex":[0.9985818,0.0002744684,0.00009343815,0.0001403734,0.0005816845,0.0003282787],"domain_scores_gemma":[0.9884225,0.001094561,0.0003093329,0.0003173772,0.003188239,0.006668043],"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":[0.00002808481,0.00005338554,0.0002414469,0.0000648914,0.00000152596,0.0001532682,0.00003356359,0.00002969089,0.00005555555,0.0004565452,0.9680196,0.03086247],"study_design_scores_gemma":[0.00003230598,0.00003975648,0.001062521,0.0002589189,0.000003162143,0.0005420881,0.0002096719,0.00004973651,0.00005035208,0.001180709,0.9965617,0.000009128968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00383617,0.00474201,0.004402454,0.1360573,0.04146371,0.001044511,0.003800027,0.002498456,0.8021554],"genre_scores_gemma":[0.009964458,0.004473027,0.002958008,0.04874577,0.009029909,0.0004504884,0.002214153,0.0005966852,0.9215675],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7279983,"threshold_uncertainty_score":0.3879774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03435534592475128,"score_gpt":0.3476413728218779,"score_spread":0.3132860268971266,"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."}}