{"id":"W4308473168","doi":"10.2196/40907","title":"Use of a Rapid Qualitative Method to Inform the Development of a Text Messaging Intervention for People With Serious Mental Illness Who Smoke: Formative Research Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Intervention (counseling); Qualitative research; Psychology; Mental illness; Text messaging; Medical education; Mental health; Smoke; Applied psychology; Medicine; Psychotherapist; Internet privacy; Psychiatry; Computer science; Pedagogy; Sociology; Engineering","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":[0.1002649,0.00198819,0.001344686,0.003587652,0.005982533,0.004119927,0.00317373,0.002365538,0.00922082],"category_scores_gemma":[0.09595867,0.001242009,0.001656055,0.003107751,0.006174452,0.004221563,0.007060181,0.003385047,0.001466211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008357296,"about_ca_system_score_gemma":0.01784906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004227089,"about_ca_topic_score_gemma":0.006892379,"domain_scores_codex":[0.933347,0.05580708,0.00244388,0.003130262,0.003080723,0.002191018],"domain_scores_gemma":[0.8662791,0.1115,0.004053078,0.005443124,0.01072075,0.002004005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008481755,0.001611141,0.003971653,0.007273202,0.00009367023,0.001408391,0.8162604,0.001199983,0.007405182,0.01425481,0.007393077,0.1382804],"study_design_scores_gemma":[0.002320208,0.005233561,0.008181754,0.01478747,0.0003519346,0.0008283022,0.7677501,0.00554807,0.01393115,0.02445924,0.1562807,0.0003273918],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4685197,0.002798267,0.2400993,0.009353056,0.001160745,0.2437033,0.004553876,0.0006938573,0.02911779],"genre_scores_gemma":[0.3523958,0.001854655,0.2982433,0.004505272,0.00017702,0.3344542,0.0008620172,0.0002243459,0.007283411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002649,"threshold_uncertainty_score":0.5302579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2049239354335949,"score_gpt":0.5345359077643531,"score_spread":0.3296119723307582,"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."}}