{"id":"W6940098449","doi":"10.7916/d8-kewj-8v35","title":"The Naked truth","year":2021,"lang":"en","type":"article","venue":"Columbia Academic Commons (Columbia University)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Public access; Political correctness","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001847883,0.0001122817,0.0001864174,0.00001209308,0.001724194,0.0003333405,0.0007029114,0.0002280269,0.006466323],"category_scores_gemma":[0.0003789314,0.00008162786,0.000183279,0.001041446,0.00004507074,0.0001926707,0.0002815912,0.0007206683,0.0003767739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008875206,"about_ca_system_score_gemma":0.0000583334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0141588,"about_ca_topic_score_gemma":0.2571659,"domain_scores_codex":[0.9985341,0.0002599422,0.0002073388,0.0003653375,0.0002051985,0.0004280718],"domain_scores_gemma":[0.9957219,0.003664543,0.0001072082,0.0001611458,0.0001439451,0.0002012583],"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":[0.00007133141,0.0001306153,0.2940272,0.000008039358,0.0001122168,0.0002751676,0.00007655597,0.000004328119,0.0274027,0.007145762,0.595903,0.07484309],"study_design_scores_gemma":[0.00008942543,0.00004480385,0.04468153,0.00003343196,0.00004093965,0.00006685883,0.0007982921,0.00006099299,0.00008767656,0.001198958,0.9526865,0.0002105156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060656,0.0004820967,0.000003743769,0.001944111,0.0007935155,0.000206676,0.0006950708,0.0001670516,0.08964209],"genre_scores_gemma":[0.8304664,0.002343785,0.00002588581,0.0002720614,0.0002871676,0.000003770754,0.0004306071,0.000002518221,0.1661678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3567835,"threshold_uncertainty_score":0.9995754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287220202198665,"score_gpt":0.1820098330097549,"score_spread":0.1691376309877683,"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."}}