{"id":"W2793186862","doi":"10.1136/bmj.k1034","title":"Medical model of care needs updating, say experts","year":2018,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01561821,0.0006771536,0.0007014561,0.0009155518,0.005689267,0.008085565,0.002628489,0.02168746,0.0294112],"category_scores_gemma":[0.06270616,0.0005424176,0.001624967,0.0008668487,0.006161571,0.01743616,0.005595443,0.03062275,0.008369104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008225188,"about_ca_system_score_gemma":0.02158837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01754243,"about_ca_topic_score_gemma":0.03297348,"domain_scores_codex":[0.9867056,0.003467241,0.0011259,0.001107295,0.00554127,0.002052608],"domain_scores_gemma":[0.9490681,0.01319402,0.001754902,0.002883655,0.02087675,0.01222265],"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":[0.00000674331,0.00001321889,0.0001553377,0.00005227189,0.000003736175,0.00004581975,0.0003887113,0.00002087041,0.00004539819,0.005489116,0.9835148,0.01026394],"study_design_scores_gemma":[0.00001097147,0.00001452888,0.0004457071,0.0004411127,0.000007962124,0.0001845527,0.00188957,0.0000577589,0.00005866707,0.006643899,0.9902238,0.00002152237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009789444,0.001108193,0.0001258058,0.9850619,0.01071313,0.000004704699,0.00002511075,0.00001614078,0.002847162],"genre_scores_gemma":[0.005769668,0.004962879,0.001087353,0.952261,0.01839184,0.00004696478,0.0001313943,0.00006144038,0.01728754],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0294112,"threshold_uncertainty_score":0.09839028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341143311969662,"score_gpt":0.4931097932616211,"score_spread":0.3589954620646549,"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."}}