{"id":"W3027664542","doi":"10.37590/able.v41.art85","title":"The Close-Call in Microbiology Labs - Understanding Microbes","year":2020,"lang":"en","type":"article","venue":"Advances in Biology Laboratory Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microbiology; Clinical microbiology; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.004052118,0.001627352,0.000812808,0.001615502,0.003014716,0.01061677,0.002068086,0.004789254,0.1692215],"category_scores_gemma":[0.01113364,0.0006711115,0.001023712,0.001039305,0.003278393,0.01097494,0.009451112,0.008564034,0.1216329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00179959,"about_ca_system_score_gemma":0.003437057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008115743,"about_ca_topic_score_gemma":0.002219156,"domain_scores_codex":[0.9958609,0.001045453,0.0002413199,0.0006722646,0.001750119,0.0004299641],"domain_scores_gemma":[0.9832071,0.002317225,0.0007953786,0.00158415,0.003501252,0.008594912],"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":[0.00005388106,0.0001753154,0.001449518,0.0003695132,0.00001147468,0.0002370995,0.001121569,0.00006534698,0.003779358,0.007795412,0.8391088,0.1458328],"study_design_scores_gemma":[0.000005834094,0.00008333012,0.0008462297,0.0002424384,0.00000394079,0.0004070214,0.001338318,0.00005181259,0.0005255808,0.004234812,0.9922451,0.00001556575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008092064,0.04258361,0.04875489,0.4492506,0.08531795,0.0006401499,0.0009575993,0.007038256,0.3573649],"genre_scores_gemma":[0.02864456,0.02538958,0.04884931,0.1338501,0.02002173,0.0003849743,0.0007278932,0.002039014,0.7400928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1692215,"threshold_uncertainty_score":0.5661023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008975084377926625,"score_gpt":0.2548081334166868,"score_spread":0.2458330490387602,"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."}}