{"id":"W4390933404","doi":"10.1128/jmbe.00079-23","title":"CREATE’ing improvements in first-year students’ science efficacy via an online introductory course experience","year":2024,"lang":"en","type":"article","venue":"Journal of Microbiology and Biology Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Set (abstract data type); Diversity (politics); Computer science; Mathematics education; Process (computing); Online learning; Psychology; Medical education; Multimedia; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004470491,0.0000922088,0.0001755791,0.0003645674,0.0003213616,0.00005158212,0.0004068321,0.0001318183,0.00004066814],"category_scores_gemma":[0.0005505198,0.00007349181,0.00002441675,0.0004604596,0.001323014,0.0003536342,0.00005945135,0.0003870807,0.000002454115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149998,"about_ca_system_score_gemma":0.0008976091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001864374,"about_ca_topic_score_gemma":0.0001877791,"domain_scores_codex":[0.99853,0.0005488778,0.0003528267,0.0002560721,0.00005984754,0.0002523345],"domain_scores_gemma":[0.9992403,0.0001824774,0.0001830139,0.00009502681,0.0002350088,0.00006421116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004433066,0.000603684,0.2994662,0.000008898942,0.00002202856,0.00000200362,0.02523761,9.691215e-7,0.6429504,0.002781774,0.0001080954,0.02877402],"study_design_scores_gemma":[0.001156884,0.001377774,0.9000516,0.0003392647,0.00006703861,0.0002022663,0.04265318,0.00001864644,0.01400923,0.004345985,0.03528462,0.0004934923],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944246,0.0008144144,0.0002404343,0.001338742,0.002987835,0.0001203098,0.000002885844,0.00001186028,0.00005889975],"genre_scores_gemma":[0.9950485,0.0001536576,0.003851833,0.0002002559,0.0006579919,0.000002532001,0.000007976002,0.00000463563,0.00007260146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6289411,"threshold_uncertainty_score":0.4874699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04977716642412169,"score_gpt":0.4571904522331429,"score_spread":0.4074132858090213,"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."}}