{"id":"W4408068514","doi":"10.1007/978-3-031-70106-1_16","title":"Reflections on Future Directions","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"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":[0.01195055,0.001149796,0.001294056,0.002154017,0.003930291,0.01094942,0.00425565,0.01241556,0.1068037],"category_scores_gemma":[0.02012078,0.0005059048,0.001659965,0.001987937,0.00784231,0.01828487,0.007291911,0.01342217,0.01932088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006025158,"about_ca_system_score_gemma":0.01359493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005456153,"about_ca_topic_score_gemma":0.009227335,"domain_scores_codex":[0.9919143,0.003310364,0.0003499214,0.0007093381,0.002228549,0.00148757],"domain_scores_gemma":[0.9833285,0.007845866,0.0004430832,0.001027189,0.004042285,0.003313158],"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":[0.00008956685,0.0001368119,0.0003190264,0.0008908176,0.00001984051,0.0003873897,0.002982707,0.0004511659,0.0001938905,0.2863562,0.6041792,0.1039934],"study_design_scores_gemma":[0.00001075242,0.00002114445,0.0001516902,0.00125614,0.000005843075,0.0001514981,0.006159725,0.00007285537,0.00006398428,0.04946104,0.9426281,0.00001720055],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008781745,0.05602325,0.003216554,0.7820064,0.03357311,0.00006774248,0.0003073424,0.0002651316,0.1236622],"genre_scores_gemma":[0.04541031,0.1782097,0.01728475,0.4334295,0.02191807,0.0007408776,0.001208634,0.0004874579,0.3013107],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1068037,"threshold_uncertainty_score":0.3572939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05946239703491192,"score_gpt":0.5020001404480595,"score_spread":0.4425377434131476,"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."}}