{"id":"W4412097769","doi":"10.26686/nzjhsp.v2i2.9859","title":"New Zealand Occupational Hygiene Society (NZOHS) Conference","year":2025,"lang":"en","type":"article","venue":"New Zealand journal of health and safety practice.","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hygiene; Environmental health; Occupational hygiene; Medicine; Occupational safety and health; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007708012,0.0009401136,0.0004342752,0.001438604,0.002516596,0.004602344,0.001221396,0.002628651,0.06210321],"category_scores_gemma":[0.004748525,0.0003315832,0.0009095204,0.0007013492,0.001252635,0.001932569,0.004181682,0.002734905,0.01264173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006119915,"about_ca_system_score_gemma":0.02916373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04936424,"about_ca_topic_score_gemma":0.09737537,"domain_scores_codex":[0.9959307,0.0005425038,0.0001829517,0.0003065419,0.002280516,0.0007566528],"domain_scores_gemma":[0.9955708,0.0001905937,0.0001515275,0.0001155598,0.001990712,0.001980663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001797722,0.0001343897,0.001309867,0.0005376644,0.00001650351,0.0004201776,0.000927829,0.0001081019,0.001636764,0.004467087,0.8785506,0.1117112],"study_design_scores_gemma":[0.00001526194,0.00004564642,0.002937784,0.0001940858,0.000003796622,0.00007646102,0.0006517671,0.0000381321,0.0001663956,0.0004476,0.9954146,0.000008475679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02630337,0.05233128,0.003152313,0.2420183,0.1059049,0.001326519,0.002947505,0.0003873486,0.5656283],"genre_scores_gemma":[0.06567831,0.02966197,0.004338402,0.01658596,0.008596276,0.0009663024,0.002600904,0.0001822068,0.8713897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06210321,"threshold_uncertainty_score":0.2077559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07029199878465373,"score_gpt":0.462944747149992,"score_spread":0.3926527483653383,"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."}}