{"id":"W4378189751","doi":"10.3399/bjgp23x733149","title":"Health warning to a young clinician","year":2023,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Privy Council Office","funders":"","keywords":"Medicine; Data science; Medical emergency; Computer science","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":[0.001923031,0.0004705619,0.000523908,0.000906165,0.003926382,0.002638038,0.000623249,0.02203768,0.02508761],"category_scores_gemma":[0.03357901,0.0003709854,0.0005652485,0.0003619508,0.001792895,0.003241523,0.002970158,0.01574445,0.008443978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576282,"about_ca_system_score_gemma":0.004136262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001613905,"about_ca_topic_score_gemma":0.003291718,"domain_scores_codex":[0.9983266,0.0007632541,0.0001703723,0.0001428194,0.0002756465,0.0003212373],"domain_scores_gemma":[0.9827315,0.006879105,0.001645955,0.0004992807,0.002485857,0.00575826],"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":[0.0002031599,0.0002419482,0.02159978,0.0003683936,0.00002519718,0.06432866,0.004583845,0.0001074889,0.001181041,0.008273086,0.8517858,0.04730161],"study_design_scores_gemma":[0.0001591103,0.0006319803,0.02032061,0.00383064,0.00007025651,0.1299457,0.0186217,0.0005119116,0.0008165477,0.02164247,0.8033079,0.000141133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01530551,0.004161162,0.0008491908,0.9219643,0.0231288,0.00004555139,0.00006555885,0.0001073061,0.03437276],"genre_scores_gemma":[0.1926624,0.007108036,0.002477987,0.7088406,0.03180124,0.00006473347,0.0001113074,0.0000746271,0.05685911],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02508761,"threshold_uncertainty_score":0.08392638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140822279278937,"score_gpt":0.4150144583465156,"score_spread":0.3736062355537262,"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."}}