{"id":"W3115206654","doi":"10.4000/books.pup.21907","title":"Du pinceau à la plume","year":2012,"lang":"fr","type":"book-chapter","venue":"Presses universitaires de Provence eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Plume; Environmental science; Geography; Meteorology","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","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0004769015,0.0005968907,0.0006141654,0.0001345651,0.001618959,0.0001425385,0.001023182,0.0007579934,0.001219724],"category_scores_gemma":[0.0001490682,0.0006870612,0.0004027005,0.00006517999,0.004311863,0.000450481,0.0006166273,0.0006911487,0.0003352215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191736,"about_ca_system_score_gemma":0.0005671999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005037967,"about_ca_topic_score_gemma":0.001434777,"domain_scores_codex":[0.9970932,0.0002782438,0.0003322963,0.0005838095,0.0006636542,0.001048776],"domain_scores_gemma":[0.9979147,0.0006160502,0.0004026105,0.00034454,0.0002489209,0.0004732066],"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":[0.00002919871,0.00004850472,0.0005042821,0.000127952,0.0002792148,0.0001234311,0.01293698,0.000005365405,0.00004659149,0.86989,0.003509731,0.1124987],"study_design_scores_gemma":[0.000267326,0.00008214402,0.0002458501,0.0003635963,0.0003816682,0.00000820937,0.001696843,0.00002525461,0.00005348697,0.09235773,0.9038095,0.0007083655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005919346,0.02150982,0.000360824,0.002478078,0.001131166,0.0005860706,0.00006551739,0.0002074751,0.9730691],"genre_scores_gemma":[0.7115396,0.008007799,0.0004690824,0.0001553163,0.001513699,0.00001466802,0.000009561862,0.0000659185,0.2782243],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9002998,"threshold_uncertainty_score":0.9996933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499486107023435,"score_gpt":0.2137774726098824,"score_spread":0.188782611539648,"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."}}