{"id":"W4239178708","doi":"10.1007/978-1-4939-7131-2_100951","title":"Reality Mining","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.001052019,0.001268495,0.0008497249,0.002577755,0.001144479,0.004478575,0.002733299,0.00124181,0.1142921],"category_scores_gemma":[0.004297467,0.0007063073,0.001124017,0.002823844,0.0006523059,0.005422632,0.002586926,0.00188146,0.0973777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006252931,"about_ca_system_score_gemma":0.001002331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127952,"about_ca_topic_score_gemma":0.001752282,"domain_scores_codex":[0.9990401,0.0001064038,0.00005283199,0.0002804769,0.0004651475,0.00005497788],"domain_scores_gemma":[0.9987566,0.000317006,0.00005551553,0.0004360336,0.0003710423,0.00006385667],"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":[0.00004825706,0.00005463909,0.0003375725,0.000526997,0.00003159649,0.0001162772,0.0001565243,0.00181803,0.001575436,0.1054063,0.2843905,0.605538],"study_design_scores_gemma":[0.0000098165,0.00002190346,0.0003462811,0.0001684072,0.00002195015,0.0005018284,0.0001469537,0.007637207,0.002658409,0.06367541,0.9247859,0.00002594866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003033769,0.006050683,0.3945812,0.005089356,0.0018263,0.0003923737,0.00739463,0.01030995,0.5713218],"genre_scores_gemma":[0.04063824,0.01338021,0.3697499,0.002253633,0.001317551,0.0003989428,0.02406133,0.002359279,0.545841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1142921,"threshold_uncertainty_score":0.3823451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05373392098792289,"score_gpt":0.2799407441439248,"score_spread":0.2262068231560019,"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."}}