{"id":"W4211063576","doi":"10.1107/s0108767321090851","title":"High-impact crystallography skills development through local undergraduate curriculum and regional workshops and schools","year":2021,"lang":"en","type":"article","venue":"Acta Crystallographica Section A Foundations and Advances","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Curriculum; Mathematics education; Materials science; Engineering ethics; Pedagogy; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003459268,0.0002121495,0.0002347329,0.0001889367,0.001798781,0.0004345985,0.00008054645,0.0001367268,0.000137336],"category_scores_gemma":[0.0001327111,0.0001984667,0.00007896455,0.001197074,0.0009775043,0.001095307,0.00005736759,0.0002478716,4.349991e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007489803,"about_ca_system_score_gemma":0.0003354284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008275105,"about_ca_topic_score_gemma":0.006640394,"domain_scores_codex":[0.9982309,0.0002478284,0.0003217495,0.0005473853,0.0003091861,0.0003429943],"domain_scores_gemma":[0.9989488,0.0001959244,0.0001363865,0.0001676834,0.0002798765,0.0002713368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006189787,0.00162086,0.839074,0.0001657007,0.0005428009,0.00001222131,0.01491414,0.0001110209,0.001880796,0.06584271,0.003074665,0.07269915],"study_design_scores_gemma":[0.0004525817,0.00005376016,0.2261299,0.00006421896,0.00003886717,0.00002752951,0.008356906,0.000005963805,0.000004991879,0.0438119,0.7206951,0.0003582322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774107,0.001747337,0.00828125,0.01121576,0.0004146345,0.0002731076,0.000008267411,0.000131961,0.0005169291],"genre_scores_gemma":[0.981907,0.008798148,0.008492642,0.0003086997,0.0001396155,0.00005318021,0.00006435082,0.00001273379,0.0002236061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7176204,"threshold_uncertainty_score":0.9995008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424939320861578,"score_gpt":0.3158212359401476,"score_spread":0.3015718427315318,"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."}}