{"id":"W4385638416","doi":"10.1016/j.cub.2023.06.004","title":"Provora","year":2023,"lang":"en","type":"article","venue":"Current Biology","topic":"Protist diversity and phylogeny","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Biology; Evolutionary biology; Diversity (politics); Zoology; Anthropology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006784678,0.0007921468,0.0005052133,0.001781689,0.001730264,0.003465575,0.001119042,0.001220057,0.6725845],"category_scores_gemma":[0.002132458,0.0003615606,0.000405418,0.001098847,0.0006907169,0.002106241,0.002413674,0.001748198,0.4617411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005824915,"about_ca_system_score_gemma":0.001168818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095416,"about_ca_topic_score_gemma":0.002313363,"domain_scores_codex":[0.999392,0.00007007366,0.00002145355,0.0001654335,0.0002698116,0.00008115194],"domain_scores_gemma":[0.9990306,0.0001402266,0.00005912205,0.000247998,0.0002464722,0.0002755729],"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":[0.0002050995,0.0001032265,0.0008751,0.0002770884,0.00001216779,0.000206541,0.0002470252,0.00007717654,0.002944095,0.04936875,0.5841781,0.3615055],"study_design_scores_gemma":[0.000008679669,0.000008493884,0.0002287254,0.00002734501,0.000003217458,0.0001068796,0.0000392736,0.00003737195,0.0003519195,0.002472782,0.996712,0.000003282996],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001449657,0.001315284,0.003700382,0.002397023,0.002109411,0.00006773161,0.002720392,0.003886807,0.9823533],"genre_scores_gemma":[0.008482883,0.0008427417,0.002074645,0.00103572,0.0005853705,0.00006357813,0.002296949,0.001019425,0.9835987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3274155,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294235532516696,"score_gpt":0.3120336479788923,"score_spread":0.2790912926537253,"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."}}