{"id":"W2147548445","doi":"10.1051/nss/2008070","title":"« Géomatique et territoires »","year":2008,"lang":"fr","type":"article","venue":"Natures Sciences Sociétés","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.002680752,0.0003201375,0.0004185924,0.0002752899,0.004608887,0.0002065407,0.0009756175,0.0005486615,0.001017386],"category_scores_gemma":[0.0004836375,0.0002900937,0.0003006359,0.002159926,0.008492161,0.001778724,0.0002047447,0.0006628716,0.0003199143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051086,"about_ca_system_score_gemma":0.00076058,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007687969,"about_ca_topic_score_gemma":0.002459845,"domain_scores_codex":[0.9956141,0.000588538,0.0006080213,0.0004600171,0.001791948,0.0009374026],"domain_scores_gemma":[0.9982566,0.0005715528,0.0003953862,0.0002508909,0.0003225978,0.0002029747],"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":[0.000004949186,0.0001109068,0.01654623,0.00008437825,0.00009010494,0.00002548022,0.1309765,0.00013473,0.00002124135,0.6302466,0.2167656,0.004993206],"study_design_scores_gemma":[0.0003739215,0.0001403675,0.0189313,0.0001752994,0.0000265289,0.00009408361,0.03463375,0.000187627,0.00006844232,0.02364032,0.9211465,0.0005819241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1045552,0.04538863,0.0001125871,0.08598568,0.01384876,0.0006217475,0.00004575945,0.0002849683,0.7491567],"genre_scores_gemma":[0.9419144,0.008786244,0.002126227,0.003805658,0.0007476876,0.00004243629,0.000004122205,0.00001404589,0.04255917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8373592,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274053214044168,"score_gpt":0.4321169039025725,"score_spread":0.3047115824981558,"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."}}