{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01285317,0.0006567899,0.0006175681,0.001300938,0.0009933761,0.001946703,0.001373276,0.0005819682,0.002187349],"category_scores_gemma":[0.02062792,0.0004308106,0.0009733704,0.0009523138,0.000558846,0.002560199,0.002551431,0.001078383,0.0009481166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0018308,"about_ca_system_score_gemma":0.002620861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007990489,"about_ca_topic_score_gemma":0.01618082,"domain_scores_codex":[0.9924946,0.003481172,0.000720338,0.0006872927,0.001997752,0.0006189215],"domain_scores_gemma":[0.9851884,0.004954782,0.001472297,0.00105433,0.003140729,0.00418963],"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":[0.02008719,0.0765225,0.2263253,0.005267895,0.001636002,0.00097822,0.009346957,0.004694859,0.01193023,0.0007436971,0.03543889,0.6070282],"study_design_scores_gemma":[0.004007929,0.1600598,0.7593974,0.0008762756,0.00127403,0.0009542488,0.009263267,0.01561956,0.009910166,0.0002988057,0.03795641,0.0003820693],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990903,0.0005188663,0.000717596,0.0003610547,0.00006568451,0.002566892,0.001457395,0.0004840737,0.002925513],"genre_scores_gemma":[0.9754875,0.0008633121,0.01005866,0.0007606832,0.0001056344,0.00220269,0.007001443,0.0001224743,0.003397625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01285317,"threshold_uncertainty_score":0.06797493,"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."}}