{"id":"W3023199885","doi":"10.1016/j.agee.2007.03.002","title":"Book review","year":2007,"lang":"en","type":"article","venue":"Agriculture Ecosystems & Environment","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Environmental science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001373263,0.0004273792,0.000521873,0.0000514884,0.000144278,0.00002620609,0.0003548094,0.0001652962,0.004920865],"category_scores_gemma":[0.00002281789,0.0002811836,0.0002339583,0.0002170291,0.00003667417,0.0002239235,0.0001117403,0.0002731867,0.04910719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006719498,"about_ca_system_score_gemma":0.000008372506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003115472,"about_ca_topic_score_gemma":0.00005283581,"domain_scores_codex":[0.9969326,0.0001305092,0.0007869862,0.0006310912,0.000800375,0.0007184857],"domain_scores_gemma":[0.9985105,0.00005883481,0.0003701884,0.0007022737,0.00002010902,0.0003380989],"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":[0.000005131028,0.0001299069,0.0001831869,0.0003128779,0.00005726161,0.00005299742,0.00004441873,0.000006181427,0.07070614,0.00006739861,0.9282489,0.0001855406],"study_design_scores_gemma":[0.0002765003,0.00005253897,0.003239962,0.0008955479,0.0001103118,0.0001534276,0.00004043653,0.000002922325,0.01510248,0.00000243852,0.979696,0.0004274315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007937904,0.9693953,0.000417997,0.001295803,0.0004993983,0.002583208,0.00008578252,0.0003903263,0.01739428],"genre_scores_gemma":[0.2484912,0.3962253,0.001994359,0.1069312,0.008526223,0.001913231,0.002451909,0.001071223,0.2323954],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.57317,"threshold_uncertainty_score":0.9999641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0048072729411816,"score_gpt":0.1936373211933335,"score_spread":0.1888300482521519,"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."}}