{"id":"W4250383108","doi":"10.1007/978-1-4939-7131-2_100455","title":"Group Profiling","year":2018,"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":[0.001035179,0.0006171963,0.0003874253,0.001414708,0.002580371,0.003030227,0.0008728244,0.001078757,0.06465236],"category_scores_gemma":[0.002580698,0.0002284195,0.0002424066,0.001419634,0.001503212,0.003258523,0.002771647,0.001498626,0.02777983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177157,"about_ca_system_score_gemma":0.001206135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137335,"about_ca_topic_score_gemma":0.002777753,"domain_scores_codex":[0.9991743,0.0002921743,0.0000231994,0.0001347451,0.0002770932,0.00009842539],"domain_scores_gemma":[0.9995042,0.0001345359,0.00003436349,0.0001370072,0.0001141824,0.00007581718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001811941,0.00003128768,0.0003728124,0.00007672492,0.000003357518,0.00005495098,0.002002581,0.0002832244,0.000471458,0.5961217,0.1239738,0.27659],"study_design_scores_gemma":[0.000002869357,0.00001698911,0.0005600032,0.0001280145,0.000003707754,0.0001660225,0.001247568,0.000513547,0.0005013946,0.1183735,0.8784788,0.000007569691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002789694,0.00113706,0.02247512,0.002485273,0.0006256844,0.00009573268,0.00009635893,0.0001469285,0.9701481],"genre_scores_gemma":[0.05401125,0.00130189,0.01119653,0.0007927783,0.000256323,0.0001415118,0.0002202498,0.0001355112,0.9319439],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06465236,"threshold_uncertainty_score":0.2162837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04569942504597142,"score_gpt":0.2947943327816536,"score_spread":0.2490949077356822,"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."}}