{"id":"W4223426931","doi":"10.2196/21111","title":"Improving Web-Based Treatment Intake for Multiple Mental and Substance Use Disorders by Text Mining and Machine Learning: Algorithm Development and Validation","year":2022,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Machine learning; Computer science; Artificial intelligence; Algorithm; Data mining","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":[0.007000122,0.001084966,0.001369339,0.003058844,0.0005206217,0.001313749,0.001452872,0.001749321,0.002504501],"category_scores_gemma":[0.01894042,0.0003612767,0.001358267,0.001914059,0.0002655202,0.001266226,0.0007985883,0.001295857,0.001150147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479165,"about_ca_system_score_gemma":0.001640384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0104072,"about_ca_topic_score_gemma":0.006713291,"domain_scores_codex":[0.997905,0.001106618,0.0002852551,0.0003768349,0.0002243685,0.0001019475],"domain_scores_gemma":[0.9833855,0.01330216,0.0006854524,0.0004610932,0.001926217,0.0002395476],"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":[0.001270328,0.002860112,0.07248309,0.0005277451,0.0005203327,0.0002510257,0.0003067754,0.1776118,0.003956398,0.0004237301,0.006246357,0.7335423],"study_design_scores_gemma":[0.00007076409,0.0001705835,0.004915856,0.00003332108,0.00005800226,0.00003711171,0.00006905956,0.9922684,0.001577954,0.0004573815,0.0003302577,0.0000112681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.535174,0.001278533,0.4454238,0.001360708,0.0001970644,0.00270451,0.004041782,0.007523046,0.002296641],"genre_scores_gemma":[0.6503438,0.0002621967,0.3405598,0.0002619448,0.00007452978,0.001467563,0.005642707,0.0001131086,0.001274516],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0104072,"threshold_uncertainty_score":0.03702062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03816575586278763,"score_gpt":0.3364927461474825,"score_spread":0.2983269902846948,"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."}}