{"id":"W4408275959","doi":"10.1038/s41593-025-01913-6","title":"A science of consciousness beyond pseudo-science and pseudo-consciousness","year":2025,"lang":"en","type":"article","venue":"Nature Neuroscience","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Consciousness; Cognitive science; Neuroscientist; Neuroscience; Psychology; Systems neuroscience; Cognitive neuroscience; Cognitive psychology; Cognition","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":[0.002200017,0.0005489293,0.0008979347,0.001535481,0.002558649,0.005465751,0.00106061,0.002943914,0.005675583],"category_scores_gemma":[0.005093247,0.0002977986,0.0007576921,0.00114036,0.01935223,0.01727997,0.004293958,0.00558178,0.0008403543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00137233,"about_ca_system_score_gemma":0.002305392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006680902,"about_ca_topic_score_gemma":0.0004471616,"domain_scores_codex":[0.9987113,0.0005013626,0.00008722385,0.0001768225,0.0004018317,0.0001213789],"domain_scores_gemma":[0.9969404,0.001270607,0.0001972976,0.0006471111,0.0006058255,0.000338826],"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":[0.000003952269,0.000003966478,0.00003979039,0.00002137008,0.000003271017,0.00001331739,0.0001323356,0.00003837371,0.0001050769,0.9972578,0.0007217802,0.001659114],"study_design_scores_gemma":[0.000002328369,0.00000475076,0.0000455664,0.000009014146,0.00000157634,0.00003503213,0.00006941564,0.0002658333,0.0000763934,0.9951159,0.004370447,0.00000385304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05720445,0.02031747,0.3649951,0.1119949,0.008088825,0.0001425131,0.0005069036,0.0005806742,0.4361691],"genre_scores_gemma":[0.9275909,0.004674727,0.03772341,0.006952726,0.003307006,0.000175585,0.000199084,0.0001279184,0.01924858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005675583,"threshold_uncertainty_score":0.0189867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005719792747497689,"score_gpt":0.2719826633863922,"score_spread":0.2662628706388945,"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."}}