{"id":"W3118925798","doi":"10.33043/ff.6.1.12-33","title":"Factors Affecting Learning Gains among Students in Microbiology Class: A Preliminary Study Between a U.S. Community College and a Canadian Comprehensive University","year":2020,"lang":"en","type":"article","venue":"Fine Focus","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Preparedness; Demographics; Marital status; Community college; Class (philosophy); Psychology; Curriculum; Medical education; Test (biology); Mathematics education; Medicine; Pedagogy; Demography; Political science; Environmental health; Biology; Sociology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001314668,0.0004313808,0.0004187015,0.001514198,0.005013977,0.001837914,0.0009848999,0.000611888,0.002474372],"category_scores_gemma":[0.003450451,0.0003270101,0.0005236669,0.001448053,0.001423952,0.0006890643,0.001614562,0.001299929,0.000343306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008541072,"about_ca_system_score_gemma":0.009769211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7506722,"about_ca_topic_score_gemma":0.8986397,"domain_scores_codex":[0.9983281,0.0001939982,0.00004997929,0.0001581575,0.0005023536,0.0007674096],"domain_scores_gemma":[0.9953039,0.0003845607,0.0004269011,0.00007659782,0.001043381,0.002764628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003881499,0.002135999,0.9474249,0.00002576334,0.00003663134,0.0004138049,0.03463777,0.00006691851,0.001824588,0.0001045378,0.0006903016,0.01225063],"study_design_scores_gemma":[0.00001172823,0.0004628401,0.9548943,0.000008527923,0.000008195172,0.00006725788,0.04362545,0.0001239125,0.0001543859,0.00002049275,0.0006046765,0.00001824315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994851,0.00001454326,0.00001240106,0.00004419392,0.000002440547,0.00001671736,0.00002996868,0.000001058143,0.0003935363],"genre_scores_gemma":[0.9990739,0.00003478246,0.00004588528,0.0000633592,0.000003187908,0.00001310442,0.00008978917,0.000002204582,0.0006737502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7506722,"threshold_uncertainty_score":0.5015923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083788123865087,"score_gpt":0.3605219187534113,"score_spread":0.2521431063669026,"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."}}