{"id":"W4415113372","doi":"10.1108/978-1-80592-281-020251001","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"CLARITY; GRASP; Value (mathematics); Mental health; Key (lock); Empathy; Health care","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000507114,0.000812734,0.0005161815,0.001155073,0.002250438,0.005226982,0.001584184,0.002310846,0.5182356],"category_scores_gemma":[0.001714174,0.0002755357,0.0005105613,0.001038208,0.000838517,0.003299918,0.003467199,0.002263175,0.292012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133768,"about_ca_system_score_gemma":0.002082399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002777912,"about_ca_topic_score_gemma":0.002920442,"domain_scores_codex":[0.9993244,0.00008722465,0.00003240824,0.0001640087,0.0003006113,0.00009142407],"domain_scores_gemma":[0.9994557,0.000084209,0.00002656692,0.0000755745,0.0002347,0.0001232341],"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":[0.00004500591,0.0000557692,0.0002542498,0.0003650441,0.000003775546,0.0002376691,0.0009683348,0.000176947,0.0005060022,0.1076923,0.6897778,0.1999171],"study_design_scores_gemma":[0.000001533925,0.000007048066,0.0001054131,0.0001098037,6.784445e-7,0.00007737329,0.000125946,0.00002060962,0.00005143536,0.003373861,0.9961237,0.000002469653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008045,0.00356523,0.002819786,0.005735171,0.004159755,0.0001255193,0.001503726,0.0005790911,0.9807072],"genre_scores_gemma":[0.00792654,0.00375712,0.002229826,0.002230828,0.001158433,0.0001181407,0.001948432,0.0003181969,0.9803124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5182356,"threshold_uncertainty_score":0.6871785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516061207601554,"score_gpt":0.2360624748006105,"score_spread":0.2109018627245949,"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."}}