{"id":"W4248029993","doi":"10.29173/fusac27","title":"Preface","year":2019,"lang":"en","type":"article","venue":"","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00153051,0.0008460669,0.0008536787,0.003815211,0.003097602,0.004995219,0.001427652,0.001285754,0.4244871],"category_scores_gemma":[0.01123666,0.0003043816,0.0005306749,0.002760111,0.0006441695,0.002626401,0.001989498,0.002616626,0.2088256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003265336,"about_ca_system_score_gemma":0.004213058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02091861,"about_ca_topic_score_gemma":0.02791416,"domain_scores_codex":[0.9990602,0.0001016959,0.00005229458,0.000116665,0.0005735243,0.0000955321],"domain_scores_gemma":[0.9898634,0.0009067501,0.0002151397,0.0005343315,0.006812557,0.001667879],"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":[0.0000114307,0.000007101993,0.00003556962,0.00003764673,5.933278e-7,0.000009689838,0.00002735628,0.00001522342,0.0000366608,0.0009900915,0.984318,0.0145107],"study_design_scores_gemma":[0.000003194401,0.000008087676,0.0002911191,0.00007687378,9.766867e-7,0.00001622345,0.00007742412,0.00001379723,0.00003354762,0.0006672617,0.9988078,0.000003677866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008048506,0.01200032,0.002162735,0.04693457,0.449972,0.0004885122,0.01154853,0.001010745,0.4750778],"genre_scores_gemma":[0.002979651,0.004439199,0.0009844039,0.004978018,0.04601285,0.0001565249,0.005296264,0.0005792331,0.9345739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5755129,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007246250794355543,"score_gpt":0.2874600005226801,"score_spread":0.2802137497283245,"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."}}