{"id":"W4293501511","doi":"","title":"Educators’ Perspectives on Transitions to Professional Care","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Medical education; Engineering ethics; Data science; Medicine; Engineering","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":[0.02341006,0.0003775031,0.0005616583,0.002390117,0.02044829,0.02528757,0.001540946,0.01154435,0.008454009],"category_scores_gemma":[0.03474962,0.0003804131,0.0006402648,0.002110952,0.02558334,0.01030107,0.01551921,0.02071129,0.0006113438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02257571,"about_ca_system_score_gemma":0.03136687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03490777,"about_ca_topic_score_gemma":0.04566924,"domain_scores_codex":[0.9755985,0.01162974,0.000621953,0.001125214,0.002381626,0.008643041],"domain_scores_gemma":[0.9438313,0.0275705,0.003313078,0.000744535,0.004990679,0.01955003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009598595,0.0001026251,0.00391324,0.0001320129,0.00001124504,0.0008431621,0.5195471,0.000176657,0.0001838634,0.4327235,0.02816633,0.01410425],"study_design_scores_gemma":[0.00003384929,0.00006583111,0.004821504,0.0006657657,0.00001070808,0.000284194,0.6414604,0.0001321783,0.0002707025,0.03752622,0.3146927,0.00003598121],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.155667,0.006236002,0.001147529,0.6932801,0.003813406,0.00004006164,0.00008930163,0.00002276274,0.1397039],"genre_scores_gemma":[0.9496809,0.00243549,0.0002058308,0.02856456,0.001167997,0.00002713785,0.00002807663,0.00002651371,0.01786353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03490777,"threshold_uncertainty_score":0.163799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202497653821183,"score_gpt":0.3393560965572837,"score_spread":0.3073311200190718,"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."}}