{"id":"W2982155988","doi":"10.4000/communication.1662","title":"Vol. 28/2","year":2011,"lang":"it","type":"paratext","venue":"Communication","topic":"","field":"","cited_by":2,"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":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001439397,0.0009055907,0.0009560636,0.000544618,0.0008139308,0.000248311,0.006486934,0.001330888,0.06504208],"category_scores_gemma":[0.0005675584,0.001070917,0.0003684102,0.0008572125,0.0008404227,0.0004958948,0.002380472,0.00244005,0.8229371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008412471,"about_ca_system_score_gemma":0.0004811689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022204,"about_ca_topic_score_gemma":0.0001508445,"domain_scores_codex":[0.9942263,0.002440291,0.001227349,0.0007885215,0.0005639992,0.0007534819],"domain_scores_gemma":[0.9826961,0.0003863574,0.001850433,0.01306181,0.001728123,0.00027717],"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":[0.00009600874,0.0004790051,0.00009593659,0.0001445567,0.0002321655,7.71385e-7,0.001776543,0.00001276597,0.0004423099,0.001706218,0.991207,0.003806688],"study_design_scores_gemma":[0.0006560889,0.00008616195,0.001650781,0.000943526,0.0003496154,0.00000902265,0.0001920829,0.0005157372,0.0006310851,0.001178212,0.992735,0.001052678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007402053,0.1071316,0.0001918301,0.0003429916,0.002433714,0.001496861,0.0006397711,0.0003203791,0.8867027],"genre_scores_gemma":[0.1556637,0.107047,0.006218171,0.0003342246,0.0009086471,0.0007090435,0.02355698,0.001223697,0.7043385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.757895,"threshold_uncertainty_score":0.9999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08641587928471936,"score_gpt":0.3183352857717563,"score_spread":0.231919406487037,"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."}}