{"id":"W4416452341","doi":"10.2196/84854","title":"Artificial Intelligence in Mental Health Services Under Illinois Public Act 104‐0054: Legal Boundaries and a Framework for Establishing Safe, Effective AI Tools","year":2025,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statute; Mental health; Generative grammar; Field (mathematics); Session (web analytics); Mental Health Act; State (computer science)","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":[0.1445909,0.0008080401,0.0009990961,0.003855321,0.01738687,0.03723047,0.007320377,0.02959695,0.007619779],"category_scores_gemma":[0.2000921,0.001527015,0.001255754,0.002017268,0.07440073,0.01691045,0.02415093,0.03065689,0.002435298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02552693,"about_ca_system_score_gemma":0.1498492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06183737,"about_ca_topic_score_gemma":0.06243333,"domain_scores_codex":[0.8366728,0.1010687,0.0122814,0.005766045,0.03398273,0.01022834],"domain_scores_gemma":[0.6700754,0.2641653,0.01408817,0.0169482,0.02416117,0.01056177],"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":[0.00002872401,0.0001473116,0.001782048,0.0001456799,0.00000823734,0.0001285444,0.007286199,0.0006402735,0.0001121373,0.9306794,0.03280044,0.02624098],"study_design_scores_gemma":[0.0001517826,0.0002095207,0.00378133,0.006769847,0.00004997426,0.0002920729,0.0107663,0.004243765,0.0008804059,0.6163835,0.3562098,0.0002617755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009302162,0.005429764,0.03211578,0.7859269,0.001162554,0.0006575434,0.0001134282,0.0003980692,0.1648938],"genre_scores_gemma":[0.5402547,0.005879329,0.09826709,0.3013493,0.002224707,0.006604724,0.0003667255,0.0002922777,0.04476117],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1445909,"threshold_uncertainty_score":0.764679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03636347959643334,"score_gpt":0.4349984498983609,"score_spread":0.3986349703019276,"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."}}