{"id":"W4389815267","doi":"10.4171/icm2022/208","title":"Communication and information complexity","year":2023,"lang":"en","type":"book-chapter","venue":"EMS Press eBooks","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto; John Templeton Foundation; Princeton University; Alfred P. Sloan Foundation; National Science Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002607765,0.0001285821,0.00012305,0.0001592067,0.0002823053,0.0002222161,0.000339301,0.0001015819,0.00008814553],"category_scores_gemma":[0.0002310732,0.0001256474,0.00003359478,0.00001324939,0.0005898112,0.0003656262,0.0003390039,0.0003353602,0.0003846253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000235427,"about_ca_system_score_gemma":0.00006990166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081166,"about_ca_topic_score_gemma":0.00001889595,"domain_scores_codex":[0.998973,0.00004291677,0.0002052749,0.0002132341,0.0003925569,0.0001729787],"domain_scores_gemma":[0.9990249,0.0002683739,0.0001263631,0.0003769381,0.0001136662,0.00008981259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009550102,0.000004272275,0.000001396183,0.00004072973,0.000003208523,0.000001159368,0.001089367,3.524322e-7,0.0003136663,0.9508595,0.004269137,0.04340767],"study_design_scores_gemma":[0.0001508025,0.00002876915,0.0001984408,0.0001048871,0.000007907312,0.000007394887,0.00003991007,0.0001831621,0.002970976,0.07305765,0.9230275,0.0002225557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002729803,0.00002555059,0.00002088203,0.0002460575,0.0001610655,0.0003723651,0.00006968345,0.0001094439,0.998722],"genre_scores_gemma":[0.01176168,0.0004258392,0.0000358802,0.0006133454,0.00005523144,0.00005019809,0.00004368142,0.000019437,0.9869947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9187584,"threshold_uncertainty_score":0.5123754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2952831980248407,"score_gpt":0.3697916154665876,"score_spread":0.07450841744174685,"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."}}