{"id":"W4212895448","doi":"10.1109/conf-spml54095.2021.00056","title":"Big Data Classification and Machine Learning Using Zillow Estimates","year":2021,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Artificial intelligence; Big data; Machine learning; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152965,0.0008484732,0.0006056282,0.003796597,0.000409537,0.002577238,0.0009074153,0.0006271884,0.001980873],"category_scores_gemma":[0.01291843,0.0003865109,0.0007054698,0.002712247,0.0005174241,0.002642213,0.000946364,0.001255135,0.0006990887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074378,"about_ca_system_score_gemma":0.0007673154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092198,"about_ca_topic_score_gemma":0.01042686,"domain_scores_codex":[0.9993187,0.0001387361,0.0000561965,0.0002066594,0.0002218384,0.00005789754],"domain_scores_gemma":[0.9968073,0.00171904,0.0004494652,0.000327735,0.0006065285,0.000089991],"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":[0.000458934,0.0001258453,0.05216638,0.0003733702,0.0005024106,0.00023019,0.0002815899,0.348927,0.004213755,0.08876494,0.01735592,0.4865997],"study_design_scores_gemma":[0.00001859525,0.00002856481,0.005990833,0.00006389694,0.00003868658,0.00003566944,0.00005023983,0.9517205,0.001406331,0.03393642,0.0066742,0.00003602263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0524223,0.003305322,0.9362699,0.0008645469,0.000230628,0.0001157914,0.0015173,0.001134856,0.004139347],"genre_scores_gemma":[0.6095492,0.002231149,0.3790608,0.0001311417,0.0003990769,0.0001899126,0.004454313,0.0001943197,0.003790035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01092198,"threshold_uncertainty_score":0.02171683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.213039114364529,"score_gpt":0.3159000880098156,"score_spread":0.1028609736452866,"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."}}