{"id":"W2954952021","doi":"10.1007/978-3-030-15792-0_6","title":"From Parallelism to Nonuniversality: An Unconventional Trajectory","year":2019,"lang":"en","type":"book-chapter","venue":"Emergence, complexity and computation","topic":"Slime Mold and Myxomycetes Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Parallelism (grammar); Computer science; Trajectory; Parallel computing; Physics","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":[],"category_scores_codex":[0.00008836237,0.00025003,0.000285389,0.0001761967,0.00008827574,0.00004683489,0.0001703238,0.0001668792,0.002139485],"category_scores_gemma":[0.000002602623,0.0002937814,0.00008654302,0.0000468318,0.00006361832,0.000136896,0.00006359239,0.0002698469,0.0003553727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005224122,"about_ca_system_score_gemma":0.00004466114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001876436,"about_ca_topic_score_gemma":0.0001644092,"domain_scores_codex":[0.9988293,0.00002515083,0.0002472358,0.0003668576,0.0003290115,0.0002024286],"domain_scores_gemma":[0.999458,0.00004512139,0.00003866736,0.0001919282,0.00008640679,0.0001798932],"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":[0.0003264988,0.0001928871,0.001060088,0.0009401861,0.0016734,0.000100253,0.005940044,0.2104099,0.001916306,0.5118989,0.09459436,0.1709472],"study_design_scores_gemma":[0.001293095,0.0004872989,0.0308148,0.0003637339,0.0001484862,0.000009763877,0.0003258317,0.3437606,0.00006922494,0.2875835,0.333114,0.002029631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2743788,0.002546399,0.04294672,0.0005676067,0.006086436,0.002308491,0.001541279,0.001302469,0.6683218],"genre_scores_gemma":[0.9025067,0.0003595891,0.006985918,0.0002127582,0.001373452,0.00001683677,0.003243186,0.0001489945,0.08515257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6281279,"threshold_uncertainty_score":0.9999514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06733329559468068,"score_gpt":0.2837957006556817,"score_spread":0.216462405061001,"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."}}