{"id":"W4364860132","doi":"10.1109/icetems56252.2022.10093303","title":"Crime Prediction using Machine Learning","year":2022,"lang":"en","type":"article","venue":"","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Machine learning; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001261101,0.001227151,0.001069852,0.003985988,0.0006388972,0.001385248,0.001081722,0.0009493703,0.00285639],"category_scores_gemma":[0.004647948,0.0004088053,0.001197838,0.002822324,0.0003421515,0.001006413,0.0007168757,0.001534521,0.001204729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008696973,"about_ca_system_score_gemma":0.001357206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03587035,"about_ca_topic_score_gemma":0.02407933,"domain_scores_codex":[0.9990971,0.000279255,0.0000810233,0.0002358759,0.0001604532,0.0001463536],"domain_scores_gemma":[0.9979388,0.001116993,0.0002015161,0.0001806827,0.0004681415,0.00009383585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002525193,0.0006699073,0.06950386,0.0002064352,0.0003813993,0.0002759218,0.00007381018,0.6254138,0.0005174501,0.002352468,0.01867412,0.2816783],"study_design_scores_gemma":[0.000008965915,0.00002627106,0.003509327,0.00002967686,0.0000201873,0.00002619768,0.00003623827,0.9925033,0.0003539321,0.002346318,0.001128525,0.00001109179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4508263,0.0035439,0.5070075,0.003863591,0.0007923545,0.0005354052,0.01274224,0.006524481,0.01416416],"genre_scores_gemma":[0.8885031,0.0009643518,0.0970064,0.0002407892,0.0002330255,0.0002347945,0.008975876,0.00008329068,0.003758382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03587035,"threshold_uncertainty_score":0.0713231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09214476671103308,"score_gpt":0.3775238266966279,"score_spread":0.2853790599855949,"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."}}