{"id":"W4283740019","doi":"10.1080/11956860.2022.2085408","title":"Cover","year":2022,"lang":"fr","type":"article","venue":"Ecoscience","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science; Ecology; Biology; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00135402,0.0001116885,0.0001007841,0.0001063604,0.001024327,0.0000879948,0.0008479865,0.00001771926,0.07952691],"category_scores_gemma":[0.0001704956,0.0001442489,0.00005773484,0.001845769,0.0005086919,0.0004692779,0.0008769753,0.0003182744,0.1079642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000810536,"about_ca_system_score_gemma":0.0004127469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001577931,"about_ca_topic_score_gemma":0.00001344655,"domain_scores_codex":[0.9976981,0.0002404411,0.0001523757,0.0004677494,0.0008158734,0.0006254858],"domain_scores_gemma":[0.9992448,0.00006912945,0.00009221745,0.0004050798,0.00002819551,0.0001605477],"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":[0.0000114776,0.0003513884,0.001461286,0.000009055316,0.000003653687,0.0001227671,0.0007568976,0.01637263,0.01184865,0.0277846,0.9377291,0.003548487],"study_design_scores_gemma":[0.000157182,0.0001306668,0.004960126,0.000004398589,0.000006984586,0.0001257431,0.0001510932,0.02825391,0.0004592849,0.0009861471,0.9645775,0.000186957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5297632,0.0144016,0.0006740835,0.01349786,0.02824027,0.0004944145,0.002301055,0.0002517664,0.4103757],"genre_scores_gemma":[0.7045555,0.00001673289,0.000525334,0.001263384,0.0001189928,0.00003233802,0.000003657476,0.00003135746,0.2934528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747922,"threshold_uncertainty_score":0.9213145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893437661858819,"score_gpt":0.2519501072522811,"score_spread":0.2330157306336929,"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."}}