{"id":"W2903688734","doi":"10.2196/11224","title":"Health-Related Internet Usage and Design Feature Preference for E-Mental Health Programs Among Men and Women","year":2018,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; University of Ottawa","funders":"","keywords":"Mental health; Psychology; The Internet; Affect (linguistics); Preference; Productivity; Psychiatry; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01195275,0.0001759034,0.0005085133,0.0003472596,0.0001341338,0.0001860789,0.0006186137,0.0002511601,0.0008306281],"category_scores_gemma":[0.000487773,0.0001344391,0.00007774333,0.0002387829,0.001121973,0.0002365032,0.0003442495,0.00135541,0.00003439894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005379603,"about_ca_system_score_gemma":0.00036317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007841294,"about_ca_topic_score_gemma":0.0001986151,"domain_scores_codex":[0.9951658,0.00112781,0.001060449,0.0003770082,0.001267308,0.001001632],"domain_scores_gemma":[0.9970518,0.0004521924,0.0004632019,0.0001853414,0.0002880685,0.001559394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002001198,0.001225328,0.003930055,0.0004251651,0.000346227,0.00006054953,0.02370171,1.72213e-8,0.000004211302,0.003621283,0.3959934,0.5686909],"study_design_scores_gemma":[0.03494746,0.3412997,0.1492395,0.03060343,0.00005394402,0.01012501,0.04137549,0.00807149,0.0005016864,0.03832522,0.3439192,0.001537907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145966,0.005083177,0.003861836,0.06809268,0.001924707,0.002826056,0.00004024792,0.00004505663,0.0035297],"genre_scores_gemma":[0.9846119,0.0001311081,0.0007744754,0.0004524095,0.0002495702,0.0001155992,0.00001075615,0.00003015075,0.01362401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.567153,"threshold_uncertainty_score":0.9094795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1819716712453142,"score_gpt":0.4999455051689337,"score_spread":0.3179738339236196,"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."}}