{"id":"W2624744263","doi":"10.4000/books.editionsmsh.4728","title":"Quelle(s) science(s) et quel système de représentation au service de la transition écologique ?","year":2015,"lang":"fr","type":"book-chapter","venue":"Éditions de la Maison des sciences de l’homme eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Humanities; Philosophy; Political 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","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.01722918,0.0006809891,0.0006997723,0.0005764368,0.008756508,0.001144471,0.001479446,0.001230433,0.0003591297],"category_scores_gemma":[0.001133967,0.0007305912,0.0003762875,0.0008863588,0.03945296,0.0009139105,0.0002270979,0.001207961,0.0001118783],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01244726,"about_ca_system_score_gemma":0.01222423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03509844,"about_ca_topic_score_gemma":0.02232797,"domain_scores_codex":[0.9917104,0.00309475,0.0006998334,0.001131596,0.001465271,0.001898151],"domain_scores_gemma":[0.9954232,0.001968815,0.0005627782,0.0004078601,0.0007484902,0.0008888771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001769952,0.0001162271,0.0003673115,0.0001111705,0.00005516416,0.0000797254,0.07322759,0.001118673,0.0004727826,0.9188072,0.003740953,0.001885465],"study_design_scores_gemma":[0.0005640911,0.0003785598,0.002147651,0.0007132594,0.0002745136,0.0002576488,0.02204186,0.004124175,0.0001964703,0.8934052,0.07491002,0.0009865615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03170846,0.001306334,0.01281558,0.005884226,0.0008201972,0.0007678689,0.0001791031,0.0003305985,0.9461876],"genre_scores_gemma":[0.9498146,0.0009025374,0.01998204,0.003535013,0.001101913,0.0002744923,0.00003145851,0.00007283123,0.02428508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9219025,"threshold_uncertainty_score":0.9998924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324918618326351,"score_gpt":0.3670857728923336,"score_spread":0.2345939110596984,"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."}}