{"id":"W4253795958","doi":"10.1007/978-1-4614-6170-8_100225","title":"Group Profiling","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Conflict Management and Negotiation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Profiling (computer programming); Computer science; Operating system","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":[0.0009468853,0.0005837067,0.0003714692,0.001385981,0.002425832,0.002694484,0.0008360461,0.001003945,0.0631368],"category_scores_gemma":[0.002265927,0.0002259879,0.0002287966,0.001366649,0.001448978,0.002960521,0.002548766,0.001411006,0.02529783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142172,"about_ca_system_score_gemma":0.001202503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304609,"about_ca_topic_score_gemma":0.003263354,"domain_scores_codex":[0.9992185,0.0002755501,0.00002187673,0.0001225831,0.0002694621,0.00009197341],"domain_scores_gemma":[0.9995804,0.000111601,0.00002980866,0.0001140635,0.000100319,0.00006374719],"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":[0.00001614189,0.00002830144,0.0003565963,0.00006651623,0.00000317153,0.00005148134,0.001723091,0.0002828832,0.0004668084,0.58003,0.1209876,0.2959874],"study_design_scores_gemma":[0.000002730608,0.00001603656,0.0005536956,0.0001226346,0.000003551172,0.0001660705,0.001159576,0.0005563554,0.0005146398,0.1164258,0.8804712,0.000007772661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002583979,0.001089674,0.02322071,0.002132441,0.0005232813,0.00009002457,0.00008295177,0.0001337806,0.9701432],"genre_scores_gemma":[0.04895836,0.001247188,0.01138979,0.0007091853,0.0002118138,0.0001277746,0.0001883223,0.0001205162,0.937047],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0631368,"threshold_uncertainty_score":0.2112136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508492248496514,"score_gpt":0.2781581926886712,"score_spread":0.2430732702037061,"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."}}