{"id":"W2005434713","doi":"10.3758/s13423-014-0765-4","title":"When two heads are better than one: Interactive versus independent benefits of collaborative cognition","year":2014,"lang":"en","type":"article","venue":"Psychonomic Bulletin & Review","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Similarity (geometry); Cognition; Interpersonal communication; Miller; Task (project management); Facilitation; Social cognition; Social psychology; Cognitive psychology; Interpersonal influence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009686667,0.0001920347,0.000571967,0.00006250268,0.000173728,0.00003468087,0.000371758,0.0001243673,0.003938188],"category_scores_gemma":[0.0003550747,0.0001929367,0.0001747618,0.0001973638,0.0002688996,0.00009052554,0.00004862462,0.0002487396,0.001057696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001203151,"about_ca_system_score_gemma":0.00004592572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005683348,"about_ca_topic_score_gemma":0.001040658,"domain_scores_codex":[0.9977038,0.0008052496,0.0005083123,0.0004148942,0.0002522926,0.0003154775],"domain_scores_gemma":[0.9983526,0.0003771176,0.0005836353,0.0002588312,0.000307279,0.0001205261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001331787,0.001334956,0.004071004,0.001003281,0.0007644008,0.000001942449,0.01941409,0.000001910964,0.0001457963,0.02072186,0.4615924,0.4896166],"study_design_scores_gemma":[0.001744181,0.0002663026,0.006172889,0.002715066,0.000149162,7.874768e-7,0.001664656,5.513334e-7,0.00004697713,0.001938119,0.9850002,0.0003010998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2310065,0.08538663,0.0003535531,0.1745392,0.01164058,0.004058788,0.0001795544,0.0002313223,0.492604],"genre_scores_gemma":[0.934886,0.05188477,0.0006861573,0.01011033,0.001455013,0.0002550349,0.00003634209,0.00004021552,0.0006461926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7038795,"threshold_uncertainty_score":0.9997201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04033010569220245,"score_gpt":0.3487757322672465,"score_spread":0.308445626575044,"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."}}