{"id":"W3159858146","doi":"10.2478/jagi-2021-0002","title":"The Synthesis and Decoding of Meaning","year":2021,"lang":"en","type":"article","venue":"Journal of Artificial General Intelligence","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Meaning (existential); Computer science; Context (archaeology); Cognitive science; Psychology; Epistemology; Philosophy","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":[0.001964659,0.0004944642,0.0005751476,0.001454894,0.0009114644,0.006144372,0.000972815,0.001296682,0.007842462],"category_scores_gemma":[0.01399009,0.0004113384,0.0008408133,0.00111699,0.009298321,0.009451281,0.003424022,0.001959448,0.001720825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460327,"about_ca_system_score_gemma":0.001377893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008051555,"about_ca_topic_score_gemma":0.0003731315,"domain_scores_codex":[0.9977144,0.00119226,0.0001889249,0.0003454583,0.0004066608,0.0001524231],"domain_scores_gemma":[0.9959966,0.002193942,0.0002570756,0.0009068014,0.0005242697,0.0001212892],"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":[0.00002641647,0.000006638304,0.0001095621,0.00009476933,0.00001037631,0.00007076787,0.001259908,0.001546657,0.001633002,0.975503,0.001040174,0.01869864],"study_design_scores_gemma":[0.000007767791,0.000009274493,0.00009312139,0.00004564256,0.000007449025,0.00004704419,0.0002904613,0.006151184,0.001289029,0.9817616,0.01028629,0.00001120963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0509107,0.003211099,0.7513809,0.008590773,0.001055976,0.0001414488,0.0003115892,0.0008702983,0.1835272],"genre_scores_gemma":[0.7921858,0.002105693,0.1847755,0.0008896862,0.0004742016,0.0001931266,0.0005795091,0.0004223222,0.0183743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007842462,"threshold_uncertainty_score":0.02623564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04738686286249506,"score_gpt":0.290648478007186,"score_spread":0.243261615144691,"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."}}