{"id":"W2054457764","doi":"10.2196/jmir.8.2.e5","title":"Formative Evaluation and Three-Month Follow-Up of an Online Personalized Assessment Feedback Intervention for Problem Drinkers","year":2006,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Formative assessment; eHealth; Medicine; Population; Intervention (counseling); Alcohol consumption; Family medicine; Psychology; Alcohol; Health care; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01013285,0.001428142,0.00149078,0.001478628,0.001454086,0.0008286293,0.001245997,0.001291952,0.0038914],"category_scores_gemma":[0.02391028,0.0006245602,0.001620625,0.0006791021,0.0006916401,0.0009843638,0.001269383,0.001379438,0.00078717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298876,"about_ca_system_score_gemma":0.00180116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003561844,"about_ca_topic_score_gemma":0.004863252,"domain_scores_codex":[0.995316,0.002614834,0.0004660111,0.0003977844,0.0006688932,0.0005364154],"domain_scores_gemma":[0.9868596,0.006845058,0.001438887,0.001225766,0.002401387,0.001229342],"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":[0.05956005,0.4019849,0.03077666,0.002595601,0.0008126399,0.0005138784,0.01916775,0.001387351,0.007354186,0.0001803602,0.004250251,0.4714164],"study_design_scores_gemma":[0.05214944,0.6328181,0.2898308,0.0004393015,0.0009006239,0.0002741547,0.005142189,0.003520791,0.008791683,0.0003286879,0.005620619,0.0001837133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876487,0.0001073763,0.0009467253,0.0000992869,0.00008905284,0.009299589,0.0002806439,0.000155409,0.001373326],"genre_scores_gemma":[0.961539,0.0003152734,0.008375804,0.0002355603,0.00017005,0.02567092,0.0007096826,0.00004928128,0.002934416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01013285,"threshold_uncertainty_score":0.05358827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1257750719769323,"score_gpt":0.4761493809355996,"score_spread":0.3503743089586673,"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."}}