{"id":"W4392517743","doi":"10.1139/cjc-2024-0028","title":"Breaking the glass beaker: celebrating women’s contributions to chemistry in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Chemistry","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge; Dalhousie University","funders":"","keywords":"Chemistry; Beaker; Polymer science; Physical chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003784725,0.0001300253,0.0002476174,0.0001208605,0.0002897042,0.0007159761,0.001659966,0.00007436072,0.001220505],"category_scores_gemma":[0.006281587,0.00008659429,0.0000851915,0.00145478,0.0001498425,0.0002556869,0.00005211429,0.0009785426,0.00001672773],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003518699,"about_ca_system_score_gemma":0.03020719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4412912,"about_ca_topic_score_gemma":0.810187,"domain_scores_codex":[0.9969091,0.00005587464,0.0007531098,0.0002764102,0.001247511,0.0007579551],"domain_scores_gemma":[0.9968191,0.0008657429,0.0001563629,0.0003000972,0.0004426976,0.001415941],"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":[0.00004324094,0.00002201451,0.06062906,0.0001818456,0.0001256585,0.006214013,0.0118178,0.006933696,0.3165657,0.0003484262,0.5263973,0.07072117],"study_design_scores_gemma":[0.0004814785,0.00002219494,0.008895965,0.0006439924,0.00001095313,0.001325616,0.0324021,0.003580846,0.1134612,0.005984112,0.8326288,0.0005627242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766704,0.0008784724,0.00008068858,0.01508503,0.0003584945,0.00005555391,0.0001202099,0.000003559091,0.006747521],"genre_scores_gemma":[0.9971666,0.000006130452,0.00001792004,0.0004945709,0.000421939,0.000006322517,9.172989e-7,0.00000789754,0.001877671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3688958,"threshold_uncertainty_score":0.9996925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567657735418858,"score_gpt":0.3325204216549347,"score_spread":0.3068438443007461,"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."}}