{"id":"W7071825511","doi":"","title":"The status of introductory college chemistry in accredited colleges and universities /","year":2013,"lang":"en","type":"dissertation","venue":"SHAREOK (University of Oklahoma)","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University; Illinois Wesleyan University; Long Island University; Eastern Michigan University; Niagara University; Idaho State University; Iowa State University; Loma Linda University; Texas State University; Louisiana State University; Johns Hopkins University; University of Oklahoma; North Carolina State University; East Tennessee State University; Harvard University; Mississippi State University; Marquette University; Lehigh University; University of Pennsylvania; Fairleigh Dickinson University","keywords":"Accreditation; Higher education; Curriculum; Quality (philosophy); Chemistry education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006889106,0.0002397296,0.0002535197,0.002748511,0.005573893,0.01010993,0.001415404,0.001919796,0.02779422],"category_scores_gemma":[0.0104594,0.0003150177,0.0002563623,0.003482194,0.002253244,0.00283482,0.003233786,0.0028348,0.004120713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01429477,"about_ca_system_score_gemma":0.04757035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1389164,"about_ca_topic_score_gemma":0.2192077,"domain_scores_codex":[0.9947066,0.0005788197,0.000241842,0.0004567209,0.001962738,0.002053357],"domain_scores_gemma":[0.9741099,0.001231136,0.001877357,0.0008411241,0.009830601,0.01210987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001480348,0.0009594613,0.1444086,0.001153347,0.00002850875,0.0004838142,0.006848549,0.0004189486,0.007974421,0.05555553,0.2703664,0.5103221],"study_design_scores_gemma":[0.00003383298,0.0002545164,0.5483911,0.0003799244,0.00001221109,0.000107555,0.009401008,0.0002615324,0.003018041,0.001577776,0.436508,0.00005436658],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4561274,0.01980769,0.001026178,0.1051671,0.005078902,0.0003177205,0.007980809,0.0005279277,0.4039663],"genre_scores_gemma":[0.7548542,0.005937424,0.001793919,0.006324428,0.001017974,0.0001144884,0.002692203,0.0001626061,0.2271027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1389164,"threshold_uncertainty_score":0.2762157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00903222441303056,"score_gpt":0.2215978173401015,"score_spread":0.212565592927071,"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."}}