{"id":"W4404196425","doi":"10.1007/978-981-97-4738-2_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trillium Health Centre; Health Sciences North","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005102564,0.000861224,0.000545425,0.001605245,0.001241771,0.003228324,0.001388488,0.001578382,0.6047242],"category_scores_gemma":[0.001647341,0.0003369178,0.0004952434,0.001219034,0.0004810718,0.002359824,0.00189173,0.001877807,0.50218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053649,"about_ca_system_score_gemma":0.001672122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002651062,"about_ca_topic_score_gemma":0.005328747,"domain_scores_codex":[0.9995911,0.00004432309,0.00001359133,0.00008260371,0.0002257613,0.00004266348],"domain_scores_gemma":[0.9994809,0.0000893744,0.00001660535,0.00006778528,0.0002511645,0.00009419962],"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":[0.00001963831,0.00004501898,0.00006522503,0.0001528624,0.000001558035,0.00004994556,0.00009399473,0.0001320976,0.0004053995,0.02337754,0.7850711,0.1905857],"study_design_scores_gemma":[0.000001325744,0.000004889277,0.00005161598,0.00005405291,5.962468e-7,0.0000314188,0.00002498905,0.00002192236,0.00005666571,0.002668425,0.9970823,0.000001832813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002263383,0.002038005,0.003860982,0.00158348,0.003348078,0.0001525906,0.001299844,0.0006286101,0.9868621],"genre_scores_gemma":[0.0004413103,0.0008685432,0.0009409982,0.0005226046,0.0003068885,0.00004612738,0.0006564329,0.0001219586,0.9960952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3952758,"threshold_uncertainty_score":0.563813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461721170579139,"score_gpt":0.3344494922305982,"score_spread":0.3098322805248068,"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."}}