{"id":"W6967778547","doi":"10.5281/zenodo.12502187","title":"[download pdf] 5 Steps to a 5: AP Precalculus by Deborah B. Klipp, Paul Rodriguez","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precalculus; Calculus (dental); Factoring; Download; Advanced Placement","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005700912,0.0012754,0.0007149816,0.001901874,0.002130021,0.004645582,0.001556904,0.001775349,0.8546335],"category_scores_gemma":[0.004449064,0.0008255022,0.0009105904,0.001841705,0.0005658603,0.004527346,0.003042369,0.003176087,0.8225036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012869,"about_ca_system_score_gemma":0.001882367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005050494,"about_ca_topic_score_gemma":0.007514516,"domain_scores_codex":[0.9993144,0.00004197,0.00003083821,0.00007771245,0.0004694274,0.0000655495],"domain_scores_gemma":[0.9976052,0.0002317301,0.00006359792,0.0002432757,0.001405871,0.0004502396],"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":[0.000008120854,0.00001625656,0.00002209632,0.00005694952,0.000001150993,0.00002491735,0.00002290906,0.00002204218,0.0002388918,0.0009274328,0.9609635,0.03769578],"study_design_scores_gemma":[0.000004944333,0.00001180025,0.0002008496,0.00004470773,0.000001319213,0.0000570583,0.00004215922,0.00004049641,0.0001487073,0.0004844406,0.9989569,0.00000660768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003253341,0.0009773793,0.006995654,0.002810673,0.00485622,0.0005299799,0.001875472,0.009901036,0.9717282],"genre_scores_gemma":[0.0009809487,0.0008506917,0.002560936,0.0006983379,0.0004860769,0.0001523835,0.0009800295,0.002863104,0.9904275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1453665,"threshold_uncertainty_score":0.2073477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05524603472027804,"score_gpt":0.3136636741836176,"score_spread":0.2584176394633395,"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."}}