{"id":"W4413604236","doi":"10.64628/aap.9hd4jrmpf","title":"The invisible effects of human activity on nature","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007086622,0.00007540501,0.0001125575,0.00004772014,0.0006600288,0.0000715871,0.0005458262,0.0003728038,0.0001225882],"category_scores_gemma":[0.0003082861,0.00005327122,0.00008610718,0.0001177972,0.0001689202,0.00002173665,0.0004044022,0.0006931804,0.00006739843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008266311,"about_ca_system_score_gemma":0.00004661465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004373425,"about_ca_topic_score_gemma":0.03704602,"domain_scores_codex":[0.9990041,0.0003903512,0.00008922253,0.0001365591,0.0002626431,0.0001170911],"domain_scores_gemma":[0.9983751,0.0008588004,0.0001141421,0.0005557981,0.0000636223,0.00003249447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009577856,0.0007030359,0.00399318,0.001428676,0.0001998504,0.000002854397,0.1164996,0.00003726092,0.01231961,0.5350181,0.1179982,0.2117039],"study_design_scores_gemma":[0.0008908955,0.0003838429,0.4199379,0.002204115,0.0001214107,1.311957e-7,0.02251447,0.0002839808,0.01077778,0.1915639,0.3500036,0.001317943],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6923581,0.0001657588,0.00001034275,0.01768559,0.001739055,0.0007833408,0.0000112808,0.0002617584,0.2869848],"genre_scores_gemma":[0.9831914,0.00630312,0.000007605334,0.0001399759,0.0001577768,0.00004247519,0.00002084091,0.000009154242,0.01012759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4159447,"threshold_uncertainty_score":0.9805254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5064921572226434,"score_gpt":0.5332799582807257,"score_spread":0.02678780105808232,"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."}}