{"id":"W4255105442","doi":"10.1007/978-1-4939-7131-2_101045","title":"Semantic Perception","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001150128,0.0002866826,0.0002569907,0.0001921925,0.00009534296,0.00003545199,0.0001595626,0.0005624346,0.6806394],"category_scores_gemma":[0.000004123284,0.0002644031,0.0001621396,0.00002427322,0.000135395,0.00005232935,0.00002878101,0.0001919824,0.06507675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006851232,"about_ca_system_score_gemma":0.00002644621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001901608,"about_ca_topic_score_gemma":0.0003789804,"domain_scores_codex":[0.9987976,0.00001952949,0.0002943133,0.000483101,0.0001913614,0.0002141051],"domain_scores_gemma":[0.9990908,0.00001883427,0.0001132514,0.0005789706,0.0001204475,0.00007768977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003956964,0.00005365159,0.0001258878,0.000046331,0.0001664286,0.00002620781,0.01496865,1.712646e-7,0.0001909718,0.4296716,0.5406489,0.0140617],"study_design_scores_gemma":[0.0003667166,0.0001446463,0.006151863,0.00004167022,0.0001521465,0.00008157745,0.0009864778,0.000007869886,0.000001327073,0.01430544,0.9771727,0.0005875215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001362432,0.0001164064,0.002068253,0.00006701097,0.001586434,0.0002441179,0.00002056047,0.0002554772,0.9942793],"genre_scores_gemma":[0.01630753,0.00009372072,0.00009004703,0.0004750189,0.002433341,0.000009573517,0.0005231456,0.00009338008,0.9799743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6155626,"threshold_uncertainty_score":0.9999808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357565973743574,"score_gpt":0.2947695658186324,"score_spread":0.2711939060811966,"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."}}