{"id":"W67024378","doi":"10.1007/978-3-319-07986-8_11","title":"Pulling It Together: A Process Model for DDM and Learning","year":2014,"lang":"en","type":"book-chapter","venue":"Understanding complex systems","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Process (computing); Computer science; Programming language","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","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007078254,0.0008431287,0.002041688,0.001137301,0.001488408,0.00229167,0.001138191,0.0005788311,0.0001745741],"category_scores_gemma":[0.001435766,0.0006986676,0.0004908774,0.0001868552,0.0002173732,0.0002085606,0.0003190656,0.0007448627,0.0001077244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005004174,"about_ca_system_score_gemma":0.0001793913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002836964,"about_ca_topic_score_gemma":0.00009143597,"domain_scores_codex":[0.9919463,0.0002346795,0.002476023,0.001826088,0.002771845,0.0007450963],"domain_scores_gemma":[0.9901465,0.005639737,0.002006456,0.0010555,0.0007927858,0.0003590512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008939749,0.000006802742,0.00005097068,0.0003439751,0.0001060023,0.000007243343,0.002124594,0.05468577,0.00002679605,0.9121265,0.02965872,0.0007732476],"study_design_scores_gemma":[0.0004351752,0.0000815976,6.627449e-7,0.0007532533,0.00003994699,0.00005677305,0.002467652,0.5630614,1.29991e-7,0.2693796,0.1632081,0.0005156607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00003931913,0.001301079,0.7705402,0.0001531329,0.0007947363,0.001272521,0.00006757169,0.0001632536,0.2256682],"genre_scores_gemma":[0.5861002,0.00001030859,0.0009599559,0.000132263,0.0005875494,0.00004596359,0.00001521263,0.0001598731,0.4119887],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7695802,"threshold_uncertainty_score":0.9998115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4673145863430619,"score_gpt":0.4085701195455779,"score_spread":0.05874446679748402,"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."}}