{"id":"W1601755241","doi":"10.7202/044367ar","title":"Évolution de la pensée géographique dans la foulée des mutations de la géographie","year":2010,"lang":"fr","type":"article","venue":"Cahiers de géographie du Québec","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.003980089,0.0006213236,0.0005864451,0.0008419134,0.003835478,0.0004558678,0.0008052871,0.001935358,0.000150504],"category_scores_gemma":[0.002853388,0.0007207087,0.001050708,0.004702113,0.3343452,0.0004889131,0.00008586991,0.002385146,0.00003725857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514351,"about_ca_system_score_gemma":0.002215982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1933018,"about_ca_topic_score_gemma":0.4610629,"domain_scores_codex":[0.993328,0.003208379,0.000574611,0.000693624,0.000555653,0.001639752],"domain_scores_gemma":[0.9935634,0.004449911,0.0003152986,0.0004400901,0.00030585,0.0009254616],"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":[0.00002468348,0.0004907764,0.09302769,0.00007685959,0.0003875683,0.0001537339,0.06489628,0.00003316112,0.001250849,0.8131822,0.01127768,0.01519853],"study_design_scores_gemma":[0.0008279102,0.0001057473,0.2627362,0.0001172541,0.0005597738,0.0001657389,0.01487432,0.00005329321,0.00008352748,0.450425,0.2691581,0.0008931318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8509727,0.009405937,0.002507411,0.004014236,0.001359301,0.0004374327,0.00004328083,0.0003979304,0.1308618],"genre_scores_gemma":[0.9723015,0.01519104,0.003190399,0.0005627202,0.001416847,0.0002323968,0.00001703689,0.0001025873,0.006985421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3627572,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009627610605678415,"score_gpt":0.2407729143012163,"score_spread":0.2311453036955378,"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."}}