{"id":"W4390620470","doi":"10.4204/eptcs.397.9","title":"Constructor Theory as Process Theory","year":2023,"lang":"en","type":"article","venue":"Electronic Proceedings in Theoretical Computer Science","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Process (computing); Computer science; Exploit; Category theory; Mathematics; Pure mathematics; 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"],"consensus_categories":[],"category_scores_codex":[0.01061421,0.000356301,0.0003549847,0.0009695221,0.0003693594,0.0007309951,0.004565464,0.0001024757,0.00005490734],"category_scores_gemma":[0.001310772,0.0003193053,0.00009991764,0.007348009,0.002920168,0.001827054,0.001512982,0.00069464,0.0002477944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617631,"about_ca_system_score_gemma":0.001275085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.910923e-7,"about_ca_topic_score_gemma":2.058291e-7,"domain_scores_codex":[0.9946329,0.0001903816,0.0005088603,0.001505609,0.001373924,0.001788317],"domain_scores_gemma":[0.9973836,0.00132333,0.0001421422,0.0004737033,0.0003884816,0.00028877],"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":[0.00003765517,0.00004609647,0.0001255309,0.00002066617,0.000007807042,0.00001409652,0.001599079,0.000587856,0.0002984821,0.9604267,0.00002147134,0.03681453],"study_design_scores_gemma":[0.0002462204,0.0001703108,0.0007686139,0.00004063169,0.000003081088,0.0001067248,0.00006566868,0.3009062,0.004055103,0.6932871,0.00006382744,0.0002864803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4058183,0.00006306812,0.5821631,0.0009028218,0.0005316323,0.0003884259,9.921384e-7,0.0007937143,0.009338013],"genre_scores_gemma":[0.9816382,0.00001360474,0.01740234,0.0006826686,0.0001412949,0.00005968582,0.000001059308,0.00002358044,0.0000375448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.57582,"threshold_uncertainty_score":0.9999259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006866520292743715,"score_gpt":0.2962970152314816,"score_spread":0.2894304949387378,"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."}}