{"id":"W7115282439","doi":"","title":"ПРОЕКТУВАННЯ ЖИТЛОВИХ МАСИВІВ З ВИКОРИСТАННЯМ ГЕОІНФОРМАЦІЙНИХ ТЕХНОЛОГІЙ","year":2021,"lang":"uk","type":"article","venue":"Municipal Economy of Cities (Kharkov National University)","topic":"Scientific Research and Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Urban planning; Urban area; Geographic information system; Residential area; Urban design","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008438426,0.0003765116,0.0005777041,0.0005720332,0.0008332524,0.0001738007,0.001201015,0.0001939005,0.01568072],"category_scores_gemma":[0.000301705,0.0004640138,0.0004019481,0.001126126,0.002358602,0.00108033,0.001131764,0.0003868797,0.0008015552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315007,"about_ca_system_score_gemma":0.001058915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008661739,"about_ca_topic_score_gemma":0.0009217448,"domain_scores_codex":[0.9963391,0.0003646097,0.0005607543,0.0008762851,0.001039086,0.0008201662],"domain_scores_gemma":[0.9977022,0.000650878,0.0003265871,0.0005585134,0.0003902082,0.0003716378],"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":[0.0009937237,0.002360671,0.0429203,0.0007159545,0.002753005,0.001069347,0.01968308,0.004958843,0.003772848,0.7180294,0.1921874,0.01055546],"study_design_scores_gemma":[0.002038751,0.0001754482,0.0110235,0.0001108661,0.00007236767,0.00002064796,0.02057356,0.002262991,0.006635829,0.01244688,0.9438515,0.0007876168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1401164,0.0009053564,0.00006647487,0.001821574,0.000415212,0.0002601791,0.0005950683,0.00003260708,0.8557872],"genre_scores_gemma":[0.8573407,0.001161657,0.0005232804,0.0003838132,0.0001684973,0.000003155696,0.0001715242,0.00002648127,0.1402209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7516641,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156122135019045,"score_gpt":0.2346808234200706,"score_spread":0.2031196020698801,"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."}}