{"id":"W4417122288","doi":"10.2196/80808","title":"Smartphone-Based Contingency Management for Patients Who Use Methamphetamine: Qualitative Analysis of Patient and Clinician Perspectives","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Washington","keywords":"Qualitative research; Qualitative analysis; Contingency management; Contingency plan; MEDLINE; Perspective (graphical)","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":[0.0131744,0.0004829874,0.0007727366,0.001416735,0.004857846,0.003053382,0.001532305,0.001551354,0.002229776],"category_scores_gemma":[0.02559851,0.0005782353,0.0005377911,0.001743357,0.005214466,0.00325394,0.004498856,0.002692936,0.0003377895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005234194,"about_ca_system_score_gemma":0.006765065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005928854,"about_ca_topic_score_gemma":0.01299081,"domain_scores_codex":[0.9863666,0.01052737,0.0004986366,0.0005450957,0.0008968331,0.00116542],"domain_scores_gemma":[0.9689416,0.02511084,0.001965011,0.0005341486,0.002035126,0.001413314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000451484,0.00004371528,0.003832799,0.0002647346,0.000006769099,0.0009447609,0.9871858,0.00005004903,0.0006674601,0.000576875,0.0008012195,0.00558061],"study_design_scores_gemma":[0.000006552077,0.00005013737,0.001719966,0.0002825961,0.000006215426,0.0004244104,0.9910109,0.0001205673,0.0003383019,0.0002508562,0.005772612,0.0000169471],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842318,0.001348278,0.00413873,0.005454628,0.00009422752,0.0004920164,0.0004304621,0.00002657677,0.003783252],"genre_scores_gemma":[0.9913867,0.00162537,0.00289077,0.001904783,0.0000336939,0.0005682555,0.0001778098,0.00003353882,0.00137923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131744,"threshold_uncertainty_score":0.06967372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110334901570013,"score_gpt":0.5632419691881853,"score_spread":0.4529070676181722,"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."}}