{"id":"W1991986154","doi":"10.1520/jte12291j","title":"Precision and Equivalence of Automatic and Manual Flash Point Apparatus","year":2002,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Thermal and Kinetic Analysis","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Flash point; Flash (photography); Point (geometry); Reproducibility; Flammable liquid; Repeatability; Confidence interval; Computer science; Mathematics; Statistics; Engineering; Chemistry; Waste management; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02029451,0.0009797916,0.0007011065,0.003393475,0.0008585443,0.001719752,0.002203994,0.001434975,0.001531418],"category_scores_gemma":[0.04774354,0.0007610172,0.001326809,0.002397945,0.001687554,0.0007506759,0.001576506,0.0009342004,0.001215812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001378506,"about_ca_system_score_gemma":0.001089647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004484332,"about_ca_topic_score_gemma":0.006546992,"domain_scores_codex":[0.9468291,0.009616339,0.003013388,0.008382534,0.03161303,0.0005454109],"domain_scores_gemma":[0.9461656,0.01795654,0.005489832,0.009634091,0.02029766,0.0004562383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005695426,0.00147979,0.1660845,0.001686447,0.001517151,0.0002092868,0.002673754,0.008828674,0.5013813,0.002375996,0.004529146,0.3035385],"study_design_scores_gemma":[0.0006430231,0.008399121,0.4568953,0.0006776131,0.001309425,0.001076735,0.0006993869,0.01984905,0.4861264,0.001926565,0.02189376,0.0005038105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8168284,0.006475394,0.154973,0.0001959422,0.001015221,0.001150067,0.003950594,0.002254994,0.01315633],"genre_scores_gemma":[0.9038735,0.000811994,0.08637463,0.0003161172,0.0001659503,0.0008147601,0.003109072,0.0002969999,0.004236973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02029451,"threshold_uncertainty_score":0.1073289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06513734709188002,"score_gpt":0.3134972507087497,"score_spread":0.2483599036168697,"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."}}