{"id":"W3162112207","doi":"10.31234/osf.io/k79nv","title":"How hard is cognitive science?","year":2021,"lang":"en","type":"article","venue":"","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Leibniz-Gemeinschaft; Lorentz Center; Natural Sciences and Engineering Research Council of Canada; Koninklijke Nederlandse Akademie van Wetenschappen","keywords":"Preprint; Cognition; Computer science; Cognitive science; Psychology; World Wide Web; Neuroscience","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":[0.008378623,0.0005048001,0.0009397701,0.002747733,0.002502484,0.01502929,0.0007045611,0.003063919,0.01336121],"category_scores_gemma":[0.04207177,0.0003402887,0.0003434435,0.002550043,0.01628223,0.01784188,0.003017268,0.004849003,0.003091772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003241884,"about_ca_system_score_gemma":0.003457456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001803733,"about_ca_topic_score_gemma":0.001223673,"domain_scores_codex":[0.9935421,0.003062898,0.0002834116,0.0008049186,0.001909907,0.0003967325],"domain_scores_gemma":[0.9731345,0.01651328,0.001395349,0.00194733,0.004183158,0.002826362],"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":[0.0001174414,0.0001084195,0.006061516,0.0008889753,0.0002124971,0.0002612493,0.00676359,0.0007179922,0.0005272381,0.669075,0.1396233,0.1756429],"study_design_scores_gemma":[0.00001146822,0.00001735185,0.002831615,0.0003434662,0.00001797177,0.0001706856,0.003990555,0.0002688321,0.0001528557,0.8885602,0.1036121,0.00002289903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04098875,0.06998187,0.007980977,0.6802227,0.006418258,0.00003318939,0.0005134952,0.0002732077,0.1935877],"genre_scores_gemma":[0.886772,0.04282777,0.004148419,0.04164126,0.007936829,0.00007977922,0.0004211025,0.0002280584,0.01594477],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01502929,"threshold_uncertainty_score":0.0446977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03850550620337039,"score_gpt":0.2695728642896879,"score_spread":0.2310673580863175,"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."}}