{"id":"W2909444209","doi":"10.1016/j.plrev.2018.12.002","title":"Variational ecology and the physics of sentient systems","year":2019,"lang":"en","type":"review","venue":"Physics of Life Reviews","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canada First Research Excellence Fund; Social Sciences and Humanities Research Council of Canada; Wellcome Trust; McGill University","keywords":"Ecology; Heuristics; Systems ecology; Ecological niche; Theoretical ecology; Niche; Computer science; Dynamical systems theory; Living systems; Statistical physics; Artificial intelligence; Biology; Physics; Sociology; Applied ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006779178,0.0005392717,0.0006671062,0.001040234,0.0003252984,0.0008375164,0.0007965101,0.001224058,0.001681624],"category_scores_gemma":[0.0009569625,0.0002068735,0.000456297,0.0008708104,0.002502092,0.001656018,0.0009556951,0.001878806,0.0004495611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125223,"about_ca_system_score_gemma":0.001118057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001536756,"about_ca_topic_score_gemma":0.001251243,"domain_scores_codex":[0.9997726,0.00008196061,0.00001209811,0.00003771139,0.00007917945,0.00001641581],"domain_scores_gemma":[0.9997388,0.0001684173,0.00001506328,0.00001335291,0.00004663942,0.0000178828],"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":[0.00001185463,0.0000156571,0.0001864965,0.001883558,0.00006206582,0.0001189433,0.0001376406,0.009235263,0.0007468886,0.8170913,0.01176491,0.1587454],"study_design_scores_gemma":[0.000006452155,0.00002191444,0.0007295231,0.0008755036,0.00001993714,0.0004326368,0.00008062099,0.006344607,0.0002781314,0.6516627,0.3395237,0.0000243555],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001640455,0.9303227,0.04057039,0.006788872,0.0008665838,0.00001253735,0.00004044312,0.00004143344,0.0197166],"genre_scores_gemma":[0.05764323,0.924768,0.008781374,0.001105221,0.001833526,0.00004555465,0.00006624572,0.00002782658,0.005728944],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001681624,"threshold_uncertainty_score":0.009085655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136621813413615,"score_gpt":0.3340768318916943,"score_spread":0.1974550184780793,"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."}}