{"id":"W4401758451","doi":"10.7202/1112472ar","title":"BLANCHARD Makanga (2019) L’agir humain et la crise éco-climatique. Nature, technosciences et civilisations durables. L’Harmattan, 172 p. (ISBN 978-2-343-16909-5)","year":2022,"lang":"fr","type":"article","venue":"Cahiers de géographie du Québec","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005136638,0.0006814944,0.0007973938,0.0007693948,0.006312185,0.0004415364,0.001576221,0.000828269,0.002007096],"category_scores_gemma":[0.001309929,0.0007614273,0.0007382085,0.005066814,0.02059167,0.0007567936,0.0004378054,0.003410969,0.00008494918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002071354,"about_ca_system_score_gemma":0.002567497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0603372,"about_ca_topic_score_gemma":0.1376032,"domain_scores_codex":[0.9923806,0.002735536,0.0007941005,0.001010917,0.001481862,0.001596976],"domain_scores_gemma":[0.9963911,0.001657633,0.0005515855,0.0005732109,0.0002770082,0.0005494167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001911159,0.0003562555,0.00561879,0.00006854111,0.0001795246,0.00009002824,0.03003098,0.00009773343,0.00005788597,0.5200502,0.4418172,0.001613804],"study_design_scores_gemma":[0.0006155969,0.000145152,0.008233051,0.00008276622,0.0001939564,0.00003315913,0.02814521,0.00005836061,0.00002204079,0.03713268,0.9244576,0.0008804444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2190196,0.1528865,0.0005604949,0.2448998,0.008174524,0.001995273,0.001242853,0.001198455,0.3700225],"genre_scores_gemma":[0.8395093,0.05936587,0.001127021,0.01518728,0.0008641031,0.0008811292,0.00008532238,0.0001491875,0.08283078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6204897,"threshold_uncertainty_score":0.9994836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263433243717062,"score_gpt":0.2562719119190563,"score_spread":0.2436375794818857,"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."}}