{"id":"W3114851996","doi":"10.1111/medu.14413","title":"The problem with solutions","year":2020,"lang":"en","type":"editorial","venue":"Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Theme (computing); State (computer science); Sociology; Engineering ethics; Psychology; Computer science; Engineering; World Wide Web","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":[0.02638949,0.002614569,0.002422069,0.002317974,0.007058443,0.01874915,0.003785817,0.02831408,0.01519659],"category_scores_gemma":[0.1164914,0.001131682,0.00236025,0.001453425,0.01317012,0.02544186,0.008152912,0.06480675,0.01009079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005435745,"about_ca_system_score_gemma":0.01645051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002594681,"about_ca_topic_score_gemma":0.007081985,"domain_scores_codex":[0.9694608,0.01188704,0.003076895,0.002634039,0.010931,0.002010165],"domain_scores_gemma":[0.9073783,0.05285524,0.003708254,0.00298486,0.025289,0.007784374],"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":[0.00001316343,0.000008526062,0.00002086175,0.0002835387,0.00002044654,0.00005962021,0.0002709276,0.00002109466,0.00002544963,0.01289533,0.9745185,0.01186252],"study_design_scores_gemma":[0.00001591402,0.000008400764,0.00003276381,0.0005336524,0.00001365148,0.000173429,0.0004265105,0.00003078295,0.00002779417,0.01449988,0.984216,0.00002124847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00004516639,0.01787467,0.0004016836,0.6921234,0.2861178,0.000009172995,0.00002494637,0.00005699976,0.003346139],"genre_scores_gemma":[0.002807827,0.01820808,0.00099531,0.6717424,0.2913904,0.00006091625,0.00004473791,0.0001556441,0.01459463],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02831408,"threshold_uncertainty_score":0.1395627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009522983198448279,"score_gpt":0.313667224237253,"score_spread":0.3041442410388047,"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."}}