{"id":"W3024527638","doi":"10.1111/1751-7915.13576","title":"Visualizing the invisible: class excursions to ignite children’s enthusiasm for microbes","year":2020,"lang":"en","type":"letter","venue":"Microbial Biotechnology","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Science and Technology Facilities Council; Biotechnology and Biological Sciences Research Council; Novo Nordisk Fonden; Natural Environment Research Council; Sight Research UK; UK Research and Innovation","keywords":"Enthusiasm; Class (philosophy); Data science; Biology; Computer science; Psychology; Artificial intelligence; Social psychology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002110574,0.0004975861,0.0005183542,0.0005163766,0.0005498839,0.0001050992,0.00165728,0.00223564,0.0005028158],"category_scores_gemma":[0.0001425957,0.000387022,0.0002440348,0.000836121,0.00048942,0.00004792652,0.0003207808,0.002240198,0.002250418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103132,"about_ca_system_score_gemma":0.0001318511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004026855,"about_ca_topic_score_gemma":0.00009001787,"domain_scores_codex":[0.9970339,0.0001596496,0.0004909002,0.001176469,0.0001429692,0.0009961009],"domain_scores_gemma":[0.998538,0.0002975828,0.0002791449,0.0007236545,0.00007512956,0.00008644592],"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":[0.00004083008,0.00003906435,0.00004530553,0.00002054863,0.00008274702,0.00001822736,0.001123688,2.689269e-7,0.1077332,0.0009594607,0.8877552,0.002181435],"study_design_scores_gemma":[0.0002518447,0.0003264495,0.0002241496,0.0000579352,0.0000960651,0.0002301088,0.00026638,0.000001917719,0.01129149,0.0002075645,0.9865571,0.0004890267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01952925,0.0003218344,0.001249021,0.9716139,0.00379834,0.001709268,0.001116265,0.000362925,0.0002992382],"genre_scores_gemma":[0.01246531,0.0000557077,0.001199884,0.975091,0.005783336,0.0003212016,0.001572292,0.0001033614,0.003407881],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09880185,"threshold_uncertainty_score":0.9998581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03204789146634274,"score_gpt":0.3049908077080504,"score_spread":0.2729429162417076,"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."}}