{"id":"W2600811581","doi":"10.1128/jmbe.v17i3.1110","title":"Designing an Audiocast Assignment: A Primary-Literature-Based Approach that Promotes Student Learning of Cell and Molecular Biology through Conversations with Scientist Authors","year":2016,"lang":"en","type":"article","venue":"Journal of Microbiology and Biology Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Process (computing); Foundation (evidence); Mathematics education; Engineering ethics; Undergraduate research; Computer science; Psychology; Medical education; Medicine; Political science","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":[0.002879135,0.0001220109,0.0002680253,0.0002055488,0.0003347473,0.00002549553,0.0001551269,0.0002261516,0.00001086325],"category_scores_gemma":[0.0001901889,0.00007417561,0.00003053706,0.0002051722,0.00137499,0.0001897885,0.00002711204,0.000261075,1.797151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008591713,"about_ca_system_score_gemma":0.0005390716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002186435,"about_ca_topic_score_gemma":0.000003955443,"domain_scores_codex":[0.996896,0.002338839,0.0002798753,0.0002359661,0.00004343313,0.0002059111],"domain_scores_gemma":[0.9985687,0.0003054008,0.0006670725,0.00007881801,0.0003263059,0.00005373914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005772533,0.0001979038,0.1173891,0.00001741328,0.00004204158,5.319224e-7,0.007979157,0.000001600884,0.8662182,0.006287971,0.00001545615,0.00179294],"study_design_scores_gemma":[0.005914982,0.008232162,0.0498111,0.0008886173,0.0004571,0.0004901157,0.03507806,0.00001248165,0.8722277,0.0118847,0.01391708,0.001085875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7433017,0.0005691775,0.254729,0.0007283948,0.0002346264,0.0001619911,0.000005703791,0.000006826147,0.0002625256],"genre_scores_gemma":[0.8966196,0.00005413783,0.1030383,0.0001329727,0.00005956061,0.000006789621,0.00002217522,0.000005752314,0.00006068262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533179,"threshold_uncertainty_score":0.5066208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337682822029495,"score_gpt":0.3613760874091718,"score_spread":0.3279992591888768,"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."}}