{"id":"W4312815163","doi":"10.1007/978-3-031-15951-0_8","title":"Matter, Energy, Information, and Intelligence","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Artificial intelligence; Computer science; Energy (signal processing); Cognitive science; Psychology; Data science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002102637,0.0009980159,0.0008070174,0.001837385,0.001185194,0.004018195,0.0008768394,0.001401385,0.05459128],"category_scores_gemma":[0.0005425704,0.0004123838,0.0003840518,0.003084349,0.002400521,0.003725098,0.001007657,0.002527133,0.01999053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127594,"about_ca_system_score_gemma":0.0009762271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700768,"about_ca_topic_score_gemma":0.004015178,"domain_scores_codex":[0.9998077,0.00002272946,0.000005581911,0.00003690475,0.0001130973,0.00001399934],"domain_scores_gemma":[0.9998536,0.00008284334,0.000006138779,0.00002005031,0.00002551614,0.00001181812],"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":[0.00001143961,0.00002508152,0.00005655546,0.0003200396,0.000006720884,0.00003682033,0.0001558363,0.000453317,0.0006177662,0.6773615,0.2283355,0.0926194],"study_design_scores_gemma":[0.00000178851,0.000005265358,0.0000838305,0.0001230144,0.000002805961,0.00008659589,0.00005166302,0.0003266188,0.0001747383,0.1793087,0.8198298,0.000005123348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000575665,0.08265536,0.008005893,0.002835907,0.002496698,0.00002816554,0.0002256199,0.0002444668,0.9029322],"genre_scores_gemma":[0.01256515,0.05703289,0.00820671,0.002035185,0.002576266,0.00008977269,0.0003302348,0.0002696536,0.9168941],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05459128,"threshold_uncertainty_score":0.182626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01307353477656456,"score_gpt":0.2040162233740254,"score_spread":0.1909426885974609,"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."}}