{"id":"W4230187043","doi":"10.7834/phoenix.71.3-4.0414","title":"","year":2017,"lang":"","type":"article","venue":"Phoenix","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.004353959,0.002086365,0.002107515,0.0004491709,0.02675285,0.0152807,0.01441103,0.0006479528,0.0009075182],"category_scores_gemma":[0.01171564,0.002466707,0.001326087,0.0002766391,0.006201967,0.01111443,0.00693192,0.001914075,0.03439562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035824,"about_ca_system_score_gemma":0.0007957743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008281098,"about_ca_topic_score_gemma":0.003254229,"domain_scores_codex":[0.9855669,0.0008012999,0.00210662,0.003490993,0.002665221,0.005369038],"domain_scores_gemma":[0.9655064,0.00030859,0.006025678,0.02432263,0.001050683,0.002786053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003734058,0.002075569,0.4609693,0.0001805294,0.0009506084,0.001525963,0.02748802,0.00009244676,0.4271457,0.001518588,0.003270699,0.07104856],"study_design_scores_gemma":[0.01214917,0.0005866532,0.7414091,0.0004596191,0.0008209508,0.0002114959,0.0005187246,0.002391513,0.1983415,0.003045899,0.03775798,0.002307308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685182,0.001922063,0.00008382401,0.007945234,0.005804178,0.001912884,0.0008809906,0.0004937294,0.01243888],"genre_scores_gemma":[0.9934872,0.0003817647,0.0006746098,0.0004490913,0.002798253,0.0001607033,0.00001485794,0.0009958865,0.001037634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2804398,"threshold_uncertainty_score":0.9991878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894410018735031,"score_gpt":0.3293718204426346,"score_spread":0.2804277202552843,"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."}}