{"id":"W4405089248","doi":"10.2196/63819","title":"A Web-Based Resource Informed by Cognitive Behavioral Therapy and Positive Psychology to Address Stress, Negative Affect, and Problematic Alcohol Use: A Usability and Descriptive Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"National Institute on Drug Abuse","keywords":"Affect (linguistics); Usability; Psychology; Preprint; Clinical psychology; Cognition; Descriptive research; Resource (disambiguation); Applied psychology; Descriptive statistics; Psychotherapist; Psychiatry; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004119844,0.0008113153,0.001026644,0.002450805,0.0006935371,0.0007384303,0.0007851417,0.0005607944,0.005458022],"category_scores_gemma":[0.007667899,0.000480357,0.000683351,0.00122753,0.000335329,0.001086161,0.001413102,0.0007679837,0.001221274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154829,"about_ca_system_score_gemma":0.0008690407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005244131,"about_ca_topic_score_gemma":0.001529807,"domain_scores_codex":[0.9984202,0.0008932466,0.0001439034,0.0001161087,0.0002994168,0.0001270243],"domain_scores_gemma":[0.9938095,0.004474356,0.0002790713,0.0004393345,0.0004667725,0.0005308413],"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":[0.00405614,0.05810277,0.03784297,0.002282643,0.0001682508,0.001596684,0.00847424,0.0009628753,0.009935341,0.0003247892,0.008392951,0.8678604],"study_design_scores_gemma":[0.008112499,0.1175471,0.7418134,0.001728968,0.001169111,0.006236602,0.01316712,0.01947041,0.0167143,0.001895402,0.07156107,0.0005840904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694719,0.0004483399,0.01093845,0.0002480212,0.00006470219,0.01134381,0.001357445,0.001155195,0.004972219],"genre_scores_gemma":[0.8654265,0.001353445,0.09328533,0.0006892392,0.0001668204,0.0259342,0.00259755,0.0004499604,0.0100969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005458022,"threshold_uncertainty_score":0.02178806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1421024597413612,"score_gpt":0.4700393762021678,"score_spread":0.3279369164608066,"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."}}