{"id":"W4214909250","doi":"10.2196/preprints.32406","title":"Proxy Information Seeking by Users of a Parenting Information Website: Quantitative Observational Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Proxy (statistics); Observational study; Psychology; The Internet; Seekers; Health information; Information seeking behavior; Information seeking; Medicine; World Wide Web; Library science; Computer science; Health care; Political 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006322936,0.0003076328,0.0005671146,0.001328272,0.001772646,0.001368576,0.000676927,0.0009981632,0.00227117],"category_scores_gemma":[0.01501452,0.0008232143,0.0006555717,0.002151088,0.0009042128,0.001497031,0.001279233,0.001260451,0.0005605852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178491,"about_ca_system_score_gemma":0.002587972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03552187,"about_ca_topic_score_gemma":0.0525367,"domain_scores_codex":[0.9962339,0.001848995,0.0004972512,0.0004214177,0.0006382097,0.0003602568],"domain_scores_gemma":[0.9870838,0.004727766,0.004190503,0.0007803906,0.002100512,0.001117129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002418868,0.001739261,0.9590847,0.000398562,0.0000906541,0.0002801887,0.02835475,0.00003912595,0.000514128,0.0001227634,0.00150265,0.007631246],"study_design_scores_gemma":[0.00008500507,0.002127221,0.9547623,0.0002844994,0.0000731996,0.0002786444,0.03951307,0.0002958989,0.0003339462,0.00007967193,0.002120694,0.00004586112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977944,0.0001166006,0.0002724036,0.00008010775,0.000008941146,0.0003401767,0.000988065,0.000005492869,0.0003937854],"genre_scores_gemma":[0.9942366,0.0002789753,0.001422299,0.0004152168,0.00002637999,0.001798129,0.00113599,0.000007021926,0.0006792339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03552187,"threshold_uncertainty_score":0.07063019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1527950794795328,"score_gpt":0.473986205049083,"score_spread":0.3211911255695502,"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."}}