{"id":"W3185768575","doi":"10.2196/24972","title":"A Local Community-Based Social Network for Mental Health and Well-being (Quokka): Exploratory Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Mental health; Exploratory research; Psychology; Preference; Promotion (chess); Intervention (counseling); Bonferroni correction; Test (biology); Medicine; Applied psychology; Gerontology; Medical education; Psychiatry; Sociology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001270382,0.0001752593,0.0003527345,0.00004503717,0.0009202531,0.00005081583,0.0001521868,0.00008178275,0.0001129875],"category_scores_gemma":[0.0000378195,0.0001947568,0.0001292269,0.0002227772,0.0001559963,0.00009819197,0.0001241709,0.000369369,0.00004306328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003161448,"about_ca_system_score_gemma":0.0001988378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001348375,"about_ca_topic_score_gemma":0.001318183,"domain_scores_codex":[0.9969941,0.001437992,0.0005286916,0.0003409604,0.0001842249,0.0005140332],"domain_scores_gemma":[0.9988387,0.0002728802,0.0001543656,0.0003860125,0.00008315187,0.0002648714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.005543804,0.06219326,0.08712599,0.002533572,0.0008106906,0.0001132225,0.1354387,0.00001402205,0.00002288378,0.02103438,0.6047946,0.08037486],"study_design_scores_gemma":[0.05013456,0.03092242,0.1491984,0.001146336,0.0001956321,0.00008975187,0.4395271,0.0004138115,0.0003989273,0.03698019,0.2888399,0.002152938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739902,0.0003605968,0.001858111,0.01529457,0.002013475,0.003150241,0.0001320314,0.0001624933,0.003038256],"genre_scores_gemma":[0.99318,6.0395e-7,0.0003012123,0.003954624,0.0001305097,0.0006485719,0.0002928738,0.00003554561,0.001456109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3159547,"threshold_uncertainty_score":0.7941952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09766651047259724,"score_gpt":0.438432540522681,"score_spread":0.3407660300500838,"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."}}