{"id":"W4392303327","doi":"10.1016/j.plrev.2024.02.009","title":"From abstract networks to biological realities","year":2024,"lang":"en","type":"review","venue":"Physics of Life Reviews","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Computer science; Biological network; Cognitive science; Data science; Psychology; Computational biology; Biology","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":[0.0006772262,0.001161554,0.001075124,0.002108823,0.0002725363,0.001344531,0.0008743106,0.001424611,0.005420533],"category_scores_gemma":[0.001906364,0.0003273495,0.00029499,0.001955968,0.001414725,0.002706381,0.001062675,0.002311043,0.002156294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001283294,"about_ca_system_score_gemma":0.001289916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001340477,"about_ca_topic_score_gemma":0.002484867,"domain_scores_codex":[0.9998055,0.00005907696,0.00001664919,0.00002752453,0.00007818965,0.00001303404],"domain_scores_gemma":[0.9994717,0.0003305642,0.000035179,0.00002786082,0.0001046811,0.00003003045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003281712,0.00003187102,0.00009397489,0.01034507,0.00008962837,0.0001337425,0.000121535,0.002502776,0.0008054823,0.17017,0.1566861,0.6589871],"study_design_scores_gemma":[0.000007220631,0.00001299199,0.0001591754,0.002173923,0.00002891692,0.0002093734,0.00002736199,0.0003723206,0.0001372209,0.07701946,0.9198399,0.0000120082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009145161,0.9899167,0.001705209,0.00163072,0.00159307,0.000004585096,0.000032027,0.00002213429,0.005004091],"genre_scores_gemma":[0.001748153,0.992793,0.0006842347,0.0005500044,0.00171555,0.00001354387,0.00003200881,0.000007670942,0.002455992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005420533,"threshold_uncertainty_score":0.01813352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2755091466262733,"score_gpt":0.3926836966827154,"score_spread":0.1171745500564421,"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."}}