{"id":"W4413871932","doi":"10.2196/74295","title":"Effects of a Violence Prevention Intervention Therapeutic Meeting With Aggression in Forensic Psychiatric Inpatient Care: Protocol for an Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Preprint; Protocol (science); Forensic science; Intervention (counseling); Psychiatry; Medicine; Psychology; Alternative medicine; Computer science; World Wide Web; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06669356,0.003838729,0.005628365,0.003179053,0.006000136,0.003128907,0.003667691,0.005067662,0.03047087],"category_scores_gemma":[0.05099012,0.002815309,0.004378221,0.003121869,0.00300315,0.002852584,0.002913161,0.006400027,0.007136005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009951036,"about_ca_system_score_gemma":0.03752997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004372084,"about_ca_topic_score_gemma":0.006311116,"domain_scores_codex":[0.9647567,0.02163577,0.006121308,0.002290197,0.002796184,0.002399767],"domain_scores_gemma":[0.9603885,0.009976326,0.006399446,0.005947432,0.01290724,0.004380839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.3036741,0.1590369,0.0166936,0.06353296,0.001836902,0.002917463,0.01805936,0.008443007,0.01195315,0.01139132,0.07270783,0.3297534],"study_design_scores_gemma":[0.4098352,0.201683,0.06749554,0.02792027,0.001397984,0.0006115572,0.01701894,0.005930219,0.01120374,0.01081308,0.244789,0.001301283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002220533,0.00005895582,0.0009477747,0.00007181573,0.00007787417,0.9957553,0.000533751,0.00001927486,0.0003147513],"genre_scores_gemma":[0.000896765,0.00003628218,0.001381976,0.00003229858,0.00001019316,0.9974791,0.0000855502,0.000001206789,0.00007655503],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06669356,"threshold_uncertainty_score":0.3527135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2932871949533691,"score_gpt":0.5990734799603693,"score_spread":0.3057862850070002,"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."}}