{"id":"W4393032425","doi":"10.3819/ccbr.2024.190010","title":"Envisioning the Future of Comparative Cognition Through an Undergraduate Lens","year":2024,"lang":"en","type":"article","venue":"Comparative Cognition & Behavior Reviews","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Comparative cognition; Cognition; Animal behavior; Psychology; Cognitive science; Animal cognition; Through-the-lens metering; Comparative psychology; Lens (geology); Cognitive psychology; Neuroscience; Biology; Zoology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0123235,0.0005835245,0.0007478562,0.002487631,0.002642201,0.007749583,0.001934629,0.005172266,0.003782678],"category_scores_gemma":[0.0130136,0.0001950209,0.0004228058,0.0011981,0.03339616,0.01286088,0.00300658,0.00904536,0.0004612262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005196288,"about_ca_system_score_gemma":0.003777344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003362002,"about_ca_topic_score_gemma":0.004823929,"domain_scores_codex":[0.9928838,0.005499899,0.0001826607,0.0004812918,0.0007050466,0.0002473144],"domain_scores_gemma":[0.9859724,0.01062298,0.0004677739,0.000816846,0.001282374,0.0008376688],"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":[0.00001277077,0.00001194742,0.0001516856,0.0001740782,0.000005470078,0.00004056147,0.004843441,0.0001011319,0.0001438605,0.9700016,0.008110326,0.01640315],"study_design_scores_gemma":[0.000008215186,0.00004675734,0.0005475224,0.0005869421,0.000004420464,0.000162642,0.004786354,0.0002609403,0.0000786363,0.6186751,0.3748299,0.00001264589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0101442,0.3465752,0.03026006,0.4710083,0.01218736,0.00003027177,0.00005961187,0.00008719488,0.1296478],"genre_scores_gemma":[0.6307397,0.1851138,0.03052294,0.07833825,0.05044759,0.0002681887,0.00008957865,0.000131904,0.02434816],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0123235,"threshold_uncertainty_score":0.06517369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.196124776626709,"score_gpt":0.3841016045605634,"score_spread":0.1879768279338543,"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."}}