{"id":"W4389541037","doi":"10.1007/s42330-023-00299-6","title":"Hockey Card Statistics: By the Numbers","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"League; Statistics; Advertising; Mathematics; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001771577,0.00008948596,0.0001623951,0.0007857252,0.0004617395,0.000105333,0.0004586871,0.00006627927,0.00003120942],"category_scores_gemma":[0.007262151,0.00006332898,0.00001734068,0.001325551,0.001718551,0.00008730073,0.00002397046,0.0001895668,0.00001591547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072878,"about_ca_system_score_gemma":0.003339257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002200887,"about_ca_topic_score_gemma":0.0006365871,"domain_scores_codex":[0.999069,0.00002241802,0.000321971,0.0001140009,0.0002005452,0.0002721192],"domain_scores_gemma":[0.9980998,0.0006012886,0.0002986105,0.000229819,0.0005548169,0.0002156421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[4.763965e-7,0.00002462966,0.001024461,0.00004253817,0.00001330892,0.000002678212,0.003843835,4.026581e-7,0.0004898421,0.6373101,0.3326492,0.02459845],"study_design_scores_gemma":[0.00007002058,0.00003795369,0.0003501279,0.00004956131,0.0000339452,0.000210802,0.03006678,0.00009474925,0.0007572232,0.9507785,0.01745664,0.00009369044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.919,0.001016586,0.03755791,0.03118488,0.006188466,0.0005913838,0.0001842105,0.0001181352,0.004158435],"genre_scores_gemma":[0.5235965,0.000268546,0.4714178,0.0003008713,0.0001403862,0.00003497222,0.000008538766,0.00003537434,0.004196954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4338599,"threshold_uncertainty_score":0.8693997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06512804872023241,"score_gpt":0.3760078480071334,"score_spread":0.310879799286901,"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."}}