{"id":"W4412904932","doi":"10.1139/cjc-2024-0243","title":"STEM education activities at the Canadian Light Source","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Chemistry","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001093615,0.000343874,0.0001899565,0.001602062,0.0158255,0.002067042,0.00108838,0.0008371685,0.02564788],"category_scores_gemma":[0.001236265,0.0001984739,0.000324701,0.001435045,0.002238869,0.000676889,0.003363801,0.001473542,0.002793985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03427672,"about_ca_system_score_gemma":0.1036022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8551456,"about_ca_topic_score_gemma":0.9779958,"domain_scores_codex":[0.9987842,0.000142437,0.00001230715,0.00008368152,0.0004423263,0.0005350219],"domain_scores_gemma":[0.9963636,0.0001344613,0.00004494008,0.00004653146,0.0007475969,0.002663019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000311127,0.002196626,0.03026643,0.0005964568,0.00002270606,0.001623731,0.1331211,0.000537205,0.01083033,0.02499152,0.3019895,0.4935134],"study_design_scores_gemma":[0.00003574269,0.0002073077,0.04029537,0.0002226578,0.000008461239,0.0001850659,0.05423377,0.0002521175,0.002574956,0.002208959,0.8997188,0.00005685298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4827017,0.001111109,0.002402775,0.02557351,0.0005308248,0.0006870886,0.002290381,0.0007136808,0.483989],"genre_scores_gemma":[0.7557439,0.001601666,0.008624148,0.003544739,0.00009621009,0.0002836428,0.001419749,0.0001150013,0.2285709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1448544,"threshold_uncertainty_score":0.291415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208056585452776,"score_gpt":0.3114111399255894,"score_spread":0.2906054813803118,"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."}}