{"id":"W4281619743","doi":"10.2166/wh.2022.219","title":"Determinants of bather hygiene in public swimming pools: a mixed-methods analysis of online discussion comments","year":2022,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Mitacs","keywords":"Context (archaeology); Outreach; Psychology; Hygiene; Recreation; Social psychology; Environmental health; Ecology; Medicine; Geography; Biology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01909722,0.0005882134,0.0008550036,0.003147897,0.001355525,0.001755149,0.0008240202,0.0007903306,0.002648165],"category_scores_gemma":[0.04640938,0.000475429,0.0009606869,0.002963337,0.0007575636,0.001849832,0.00195524,0.000758119,0.0005081882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475838,"about_ca_system_score_gemma":0.001878918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002139221,"about_ca_topic_score_gemma":0.003166989,"domain_scores_codex":[0.9886282,0.006612278,0.001548002,0.001245712,0.001251403,0.0007143954],"domain_scores_gemma":[0.930686,0.0545163,0.00710007,0.001408099,0.005574381,0.0007151437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002768006,0.002237434,0.3992468,0.006236076,0.0005623774,0.001031526,0.4456596,0.0006296028,0.009636474,0.00115136,0.003476849,0.127364],"study_design_scores_gemma":[0.0002925922,0.002725269,0.732334,0.00190058,0.0004789766,0.00045608,0.2359145,0.007348679,0.004469013,0.001464821,0.01242602,0.0001894576],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925309,0.0001487408,0.002644128,0.0001459761,0.00002330748,0.002449119,0.001205199,0.00002555892,0.0008271693],"genre_scores_gemma":[0.9590148,0.0002813477,0.01857477,0.0003188768,0.00006948069,0.01868029,0.001631559,0.00005068445,0.001378155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01909722,"threshold_uncertainty_score":0.100997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845087787770526,"score_gpt":0.3735959680791787,"score_spread":0.3451450902014734,"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."}}