{"id":"W3146141727","doi":"10.1080/00219266.2021.1909636","title":"Microorganism education: misconceptions and obstacles","year":2021,"lang":"en","type":"article","venue":"Journal of Biological Education","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Concept learning; Conceptual change; Science education; Sociology; Psychology; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06578514,0.0004968207,0.000715882,0.003893824,0.004782708,0.009553798,0.0033288,0.005174529,0.002146818],"category_scores_gemma":[0.1189331,0.0007258315,0.0006606691,0.002323557,0.03190689,0.01520658,0.008914273,0.01457877,0.0007614808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01348215,"about_ca_system_score_gemma":0.01210273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0133114,"about_ca_topic_score_gemma":0.00789095,"domain_scores_codex":[0.942595,0.03534966,0.00328535,0.003293914,0.01369109,0.001784974],"domain_scores_gemma":[0.7718201,0.192818,0.007952998,0.004592159,0.01666263,0.006154002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001438163,0.0002758041,0.01710151,0.003101064,0.0000800997,0.001079973,0.2907859,0.0006002407,0.000571451,0.3476665,0.06610951,0.272484],"study_design_scores_gemma":[0.00003746471,0.0001778274,0.009117733,0.01419851,0.00007692232,0.00230578,0.2939313,0.0008550063,0.0009361621,0.2093824,0.4687648,0.0002160484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07317071,0.09739314,0.0124242,0.7859663,0.005977633,0.00006258881,0.0001138058,0.0001115238,0.02477998],"genre_scores_gemma":[0.7738752,0.05972051,0.007934587,0.1522724,0.002271124,0.0001345656,0.0001041226,0.0001836661,0.003503771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06578514,"threshold_uncertainty_score":0.3479092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557680113526679,"score_gpt":0.3243633455075745,"score_spread":0.2987865443723077,"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."}}