{"id":"W3215812693","doi":"10.1177/15579883211063322","title":"An Evaluation of 5-Year Web Analytics for HeadsUpGuys: A Men’s Depression E-Mental Health Resource","year":2021,"lang":"en","type":"article","venue":"American Journal of Men s Health","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Movember Foundation","keywords":"Analytics; Page view; Session (web analytics); eHealth; Depression (economics); Mental health; Medicine; World Wide Web; Web page; Computer science; Psychiatry; Health care; Web navigation; Political science; Data science","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":[0.02191803,0.000192852,0.001003296,0.0002931547,0.0008658983,0.0000185326,0.0003007398,0.00008766157,0.0003066206],"category_scores_gemma":[0.0007430773,0.0001615078,0.0001637892,0.0006323834,0.0001117823,0.0007337746,0.00005482201,0.000704738,0.000007552588],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001455831,"about_ca_system_score_gemma":0.01356222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003771013,"about_ca_topic_score_gemma":0.0001127581,"domain_scores_codex":[0.9887823,0.004901525,0.004065114,0.0002757215,0.001259287,0.000716096],"domain_scores_gemma":[0.9896737,0.0005157802,0.006183102,0.0005443425,0.002229698,0.0008533386],"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":[0.002614034,0.001271831,0.1591522,0.002680349,0.0001695778,0.000001392598,0.06132615,0.0006308462,0.0002570195,0.000654565,0.1442146,0.6270275],"study_design_scores_gemma":[0.02001492,0.01106767,0.1289285,0.004718358,0.00016842,0.00008518266,0.3157712,0.133224,0.0003597885,0.0009130854,0.3840261,0.0007227396],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419925,0.002331111,0.01222981,0.03418599,0.0008134119,0.003317653,0.000582916,0.00005544236,0.004491128],"genre_scores_gemma":[0.9655671,0.0007086802,0.02054987,0.01239847,0.0004138264,0.00004555544,0.0002001495,0.00003319149,0.00008317032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6263047,"threshold_uncertainty_score":0.99203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07513075101396303,"score_gpt":0.5045460408780732,"score_spread":0.4294152898641102,"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."}}