{"id":"W4239305028","doi":"10.1126/science.aaw2641","title":"Challenging transitions","year":2019,"lang":"en","type":"letter","venue":"Science","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computational biology; Biology","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":[0.002507094,0.0003785938,0.0003993075,0.0004502594,0.005636759,0.004133833,0.001304989,0.0131061,0.05223126],"category_scores_gemma":[0.02440043,0.0001626356,0.0006653031,0.0004240927,0.002429988,0.003840168,0.003704561,0.01571393,0.0137501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004033868,"about_ca_system_score_gemma":0.007903907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004767956,"about_ca_topic_score_gemma":0.01446449,"domain_scores_codex":[0.997623,0.0005874829,0.000161917,0.0002532281,0.0005792674,0.0007950903],"domain_scores_gemma":[0.9907698,0.002629322,0.0005127846,0.0003896704,0.001576095,0.004122321],"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":[0.00002267909,0.00003508987,0.0008139331,0.0000593385,0.000004338709,0.004435604,0.0008010755,0.00005804756,0.00009523881,0.02081523,0.9517165,0.02114295],"study_design_scores_gemma":[0.00002585343,0.0000367036,0.001273581,0.0007308528,0.000005843274,0.006821666,0.005889832,0.0001786299,0.00009760418,0.03377214,0.9511462,0.00002118775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001450978,0.0008731831,0.000350743,0.9323197,0.009874726,0.00002989604,0.0001065657,0.00005706432,0.0549372],"genre_scores_gemma":[0.06265798,0.002597377,0.001089705,0.8183209,0.01547971,0.0001784262,0.0002923385,0.0001113856,0.0992722],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05223126,"threshold_uncertainty_score":0.174731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1309588528748387,"score_gpt":0.465343141356262,"score_spread":0.3343842884814233,"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."}}