{"id":"W4402027720","doi":"10.31234/osf.io/xj7cz","title":"Chatbot-Based Interventions for Mental Health Support","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Chatbot; Psychological intervention; Mental health; Psychology; Computer science; Artificial intelligence; Psychotherapist; Psychiatry","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":[0.002665034,0.0008168097,0.0004752987,0.0008128502,0.001119189,0.0009165647,0.001460752,0.0009874038,0.01637619],"category_scores_gemma":[0.01138791,0.0002554873,0.0007744221,0.0003883185,0.0007366303,0.001353888,0.003062881,0.001196616,0.00127797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007547782,"about_ca_system_score_gemma":0.001350002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000541718,"about_ca_topic_score_gemma":0.001354779,"domain_scores_codex":[0.9979675,0.001349091,0.00007555277,0.0001789063,0.0002320861,0.0001967516],"domain_scores_gemma":[0.992404,0.00535387,0.0005142488,0.0003131122,0.0002822884,0.001132463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007093121,0.02612347,0.006719722,0.01274319,0.000425584,0.0008941964,0.01435793,0.003147876,0.01833018,0.003848863,0.02386436,0.8824515],"study_design_scores_gemma":[0.03514503,0.138393,0.2159226,0.03127165,0.00460654,0.0046145,0.03962358,0.05902626,0.05072896,0.05868273,0.3609911,0.0009939863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8913065,0.006448193,0.05224508,0.005927214,0.001855224,0.007194893,0.0008542313,0.003822578,0.03034598],"genre_scores_gemma":[0.9346864,0.00236664,0.04643011,0.001729639,0.0003401886,0.008612203,0.0003796075,0.00008317886,0.005372188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01637619,"threshold_uncertainty_score":0.05478382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1415531295280752,"score_gpt":0.5113720266244665,"score_spread":0.3698188970963913,"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."}}