{"id":"W201889142","doi":"10.1007/978-1-4020-6022-9_1","title":"In Search of the Elusive General Theory","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Mathematical Theories","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Advanced Education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003996115,0.0005269051,0.0005048176,0.0008906267,0.001253077,0.0029328,0.0007967307,0.001232299,0.01353955],"category_scores_gemma":[0.0008903362,0.0002067883,0.0002740664,0.0008070709,0.004492708,0.0056731,0.001209763,0.004633649,0.00588367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001531687,"about_ca_system_score_gemma":0.001372915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001613911,"about_ca_topic_score_gemma":0.003382933,"domain_scores_codex":[0.9997918,0.00006723925,0.000004868185,0.00002978472,0.0000882382,0.00001814245],"domain_scores_gemma":[0.999747,0.0001260934,0.00001109464,0.0000340054,0.00006171455,0.00002012829],"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":[0.000002046437,0.000003284414,0.00001059387,0.00001815945,7.075905e-7,0.000007203546,0.0000992277,0.0000740055,0.00003530246,0.9606929,0.03249343,0.006563146],"study_design_scores_gemma":[0.000001701071,0.000002451088,0.00003896771,0.00005313216,0.000001358919,0.00004947491,0.00007186286,0.0003059624,0.00006004457,0.6639406,0.3354712,0.000003234607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001624516,0.02659349,0.01418729,0.01615466,0.002612541,0.00001184772,0.00007457483,0.0001461902,0.9385949],"genre_scores_gemma":[0.06273038,0.02996506,0.01685756,0.009765252,0.00398538,0.00006823798,0.0002769303,0.0004103007,0.8759409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01353955,"threshold_uncertainty_score":0.04529434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08152510897734062,"score_gpt":0.3700319979462571,"score_spread":0.2885068889689165,"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."}}