{"id":"W4413306839","doi":"10.1007/978-3-032-00656-1_12","title":"Unmasking the Algorithm: Bridging Innovation and Ethics in AI-Enabled Psychological Care","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Bridging (networking); Computer science; Algorithm; Computer security","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":[0.008790548,0.000466853,0.0004226003,0.0009131625,0.001847693,0.007314998,0.001699161,0.003030534,0.007747687],"category_scores_gemma":[0.02096645,0.000307908,0.0005323067,0.0007956715,0.0201112,0.01000275,0.003735377,0.007264252,0.001531516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571619,"about_ca_system_score_gemma":0.004440537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205764,"about_ca_topic_score_gemma":0.001244736,"domain_scores_codex":[0.9948886,0.003326076,0.0001768648,0.0003182944,0.001033845,0.0002564084],"domain_scores_gemma":[0.9784782,0.01837468,0.0004726976,0.001404859,0.0008127909,0.0004569076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000149652,0.00002531263,0.0001921991,0.00008507443,0.000007786402,0.00003163497,0.001345252,0.0009918645,0.0002228177,0.9498183,0.00478132,0.04248348],"study_design_scores_gemma":[0.000008246904,0.00001211023,0.00008786609,0.0001119086,0.000003992432,0.00004677744,0.0003951021,0.003818841,0.000376281,0.9644299,0.0306996,0.000009468864],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01247705,0.007900842,0.5814879,0.08218253,0.001813468,0.0001827852,0.00007110168,0.0004226202,0.3134617],"genre_scores_gemma":[0.5873505,0.006506196,0.327519,0.009601633,0.001259375,0.000483714,0.000139785,0.0004915208,0.0666483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008790548,"threshold_uncertainty_score":0.04648942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350980633021026,"score_gpt":0.4022330254550142,"score_spread":0.348723219124804,"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."}}