{"id":"W4405382046","doi":"10.1007/978-981-97-8305-2_22","title":"Mould Risk Model Development for a Novel Interior Sheathing Materials: Laboratory Testing of Magnesium Oxide Board","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"","keywords":"Magnesium; Materials science; Metallurgy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005093981,0.0006062455,0.0007102638,0.000476516,0.00004300093,0.00006375746,0.0002966836,0.0005322568,0.0001794092],"category_scores_gemma":[0.0002336537,0.0006270538,0.000123931,0.000105575,0.00003250176,0.00004545534,0.0002275148,0.0006811754,0.00002055795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003003303,"about_ca_system_score_gemma":0.00007512771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009488779,"about_ca_topic_score_gemma":0.0002368063,"domain_scores_codex":[0.9977872,0.000008283287,0.000821321,0.0006609084,0.0002158341,0.000506466],"domain_scores_gemma":[0.9987718,0.0004397444,0.0001999555,0.0004417847,0.0000852293,0.0000615039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000243285,0.00006636523,0.00004726058,0.01018494,0.000845039,0.0001116787,0.008678772,0.9137563,0.03084802,0.02502697,0.0004201575,0.009771182],"study_design_scores_gemma":[0.007146473,0.001036761,0.000406454,0.02872398,0.002340739,0.00008560042,0.0004626345,0.5728814,0.04272152,0.02432117,0.3088216,0.01105164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01757872,0.005781187,0.9439684,0.0002331529,0.004694486,0.002156917,0.001425529,0.0006513719,0.02351022],"genre_scores_gemma":[0.7432197,0.00003616433,0.2017255,0.0002976859,0.0007947977,0.0008816172,0.0001424366,0.0008321548,0.05206989],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7422429,"threshold_uncertainty_score":0.9996181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159252619189772,"score_gpt":0.2414178440079543,"score_spread":0.2198253178160565,"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."}}