{"id":"W4298780211","doi":"","title":"Development of business spatial analysis tools: methodology and framework","year":2015,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Data science; Systems engineering; Software engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.005950499,0.0001198046,0.0002496446,0.0002428703,0.0001206608,0.0002458175,0.001070211,0.00006500333,0.00001778728],"category_scores_gemma":[0.00169419,0.000116686,0.00004673332,0.001358577,0.0001041107,0.0004165162,0.001052488,0.00009755228,0.000009612986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002461272,"about_ca_system_score_gemma":0.0001188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000327312,"about_ca_topic_score_gemma":0.0005941489,"domain_scores_codex":[0.997109,0.001702726,0.0003255342,0.0003921239,0.000287376,0.0001832292],"domain_scores_gemma":[0.9966115,0.0009289159,0.0002195095,0.001068718,0.001054556,0.0001168274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004480368,0.0001749419,0.002675646,0.00002567796,0.0001873094,0.000002444912,0.0108559,0.0000313472,0.0002811285,0.2812053,0.0001522079,0.7044036],"study_design_scores_gemma":[0.002780931,0.00000276479,0.2765369,0.0008944261,0.0006208751,0.00001844679,0.001401145,0.4045053,0.09785052,0.05073889,0.1627106,0.001939287],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02145159,0.0001679265,0.9712741,0.002454516,0.00009508224,0.00008894186,0.000004668224,0.00007481784,0.004388404],"genre_scores_gemma":[0.1882174,0.0000326144,0.8111087,0.0000468183,0.000006612669,0.000008030339,0.00005389203,0.000005257345,0.0005206238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7024643,"threshold_uncertainty_score":0.4758316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06654460554948696,"score_gpt":0.27478097921575,"score_spread":0.208236373666263,"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."}}