{"id":"W4377240337","doi":"10.1515/9780228013464","title":"Flora's Fieldworkers","year":2022,"lang":"en","type":"book","venue":"McGill-Queen's University Press eBooks","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flora (microbiology); Ecology; Geography; Biology; Paleontology; Bacteria","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":[0.0009434412,0.0003589268,0.0002849398,0.003165984,0.005467306,0.002541008,0.0008765612,0.0004482124,0.2261629],"category_scores_gemma":[0.001440693,0.0003504775,0.0001535527,0.002339605,0.0006914994,0.00123585,0.001501159,0.001002906,0.05764771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001977302,"about_ca_system_score_gemma":0.003415685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02189544,"about_ca_topic_score_gemma":0.1207705,"domain_scores_codex":[0.9995044,0.00007673206,0.00002439985,0.00008489002,0.0002048787,0.0001047345],"domain_scores_gemma":[0.999126,0.0001384973,0.0000282949,0.0001442896,0.0003619873,0.0002008553],"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":[0.00002534694,0.00005213424,0.001129995,0.0001405838,0.00000102097,0.0001712503,0.005454621,0.00001579087,0.0005785549,0.00817193,0.7704502,0.2138086],"study_design_scores_gemma":[0.000002432474,0.000005050143,0.001771742,0.00004227038,5.160955e-7,0.0000745432,0.001430332,0.000005635926,0.00004687225,0.0003590295,0.9962597,0.000001957954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01342602,0.003232744,0.001000713,0.003044008,0.00198237,0.0004994475,0.005143602,0.0006848313,0.9709863],"genre_scores_gemma":[0.01129438,0.001294728,0.001564865,0.0005907724,0.0001491887,0.0001806392,0.001439385,0.0001752571,0.9833108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2261629,"threshold_uncertainty_score":0.7565901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222717905183323,"score_gpt":0.1890422325314504,"score_spread":0.1667704420131181,"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."}}