{"id":"W4412819541","doi":"10.1007/978-3-031-89033-8_16","title":"Advanced MPI","year":2025,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003116211,0.0005495119,0.0008099081,0.0003765988,0.00007065023,0.00004033709,0.0006146419,0.0007074459,0.002141337],"category_scores_gemma":[0.00003176595,0.0005540646,0.0002181354,0.00005057815,0.0001448896,0.00005089641,0.0001800548,0.0009571341,0.001121477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515583,"about_ca_system_score_gemma":0.0001022906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007830218,"about_ca_topic_score_gemma":0.0000557876,"domain_scores_codex":[0.9978388,0.00001549141,0.0008673878,0.0005450539,0.0002737624,0.0004595032],"domain_scores_gemma":[0.9979203,0.0002471947,0.0003973777,0.001279184,0.00007268052,0.00008326247],"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":[0.00002172719,0.00007599425,0.00002281176,0.0004583341,0.00009968447,0.00007036595,0.001678981,0.0000106942,0.000005304073,0.9637409,0.01338783,0.02042732],"study_design_scores_gemma":[0.000755898,0.00008771408,0.00004254535,0.001579211,0.00008469719,0.00002808491,0.0001517274,0.0009770379,0.000005207507,0.431673,0.5638618,0.0007530162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003519256,0.001176658,0.000800924,0.00009573955,0.00153219,0.0006124263,0.000102118,0.0001371556,0.9951909],"genre_scores_gemma":[0.001144685,0.0002561182,0.005551609,0.0002918528,0.0001561944,0.00007679114,0.00005139596,0.0001239341,0.9923474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.550474,"threshold_uncertainty_score":0.9996911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145778630434541,"score_gpt":0.3028164478650071,"score_spread":0.2813586615606616,"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."}}