{"id":"W4402126120","doi":"10.70099/bj/2024.09.01.40","title":"10.70099/BJ/2024.09.01.40","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Shelf life; Sensory system; Food science; Sensory analysis; Environmental science; Statistics; Psychology; Mathematics; Biology; Cognitive psychology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001043298,0.001040421,0.0007154731,0.002551546,0.0009108038,0.002107614,0.001347466,0.002140401,0.9721137],"category_scores_gemma":[0.002151192,0.0005454495,0.0008170023,0.00177021,0.0007818927,0.002099874,0.001824324,0.001301121,0.9744729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006538598,"about_ca_system_score_gemma":0.0007091981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003876155,"about_ca_topic_score_gemma":0.003723298,"domain_scores_codex":[0.9996749,0.00003678818,0.00003027511,0.00006410787,0.0001268671,0.00006702838],"domain_scores_gemma":[0.9980066,0.0004543264,0.00007986557,0.0003720406,0.0004742646,0.0006129181],"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":[0.0002840518,0.0002638444,0.0006874215,0.0002537057,0.00001563547,0.0001084144,0.00005897121,0.0002327395,0.002544806,0.003633938,0.3384445,0.6534719],"study_design_scores_gemma":[0.00004634128,0.00007825982,0.001908908,0.0002717067,0.00001398346,0.0003120393,0.00009095838,0.0004650319,0.0009655783,0.001924855,0.9938996,0.00002268852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009642202,0.0003206494,0.002678083,0.0005863347,0.0005392968,0.000102677,0.001739715,0.002015051,0.991054],"genre_scores_gemma":[0.001877936,0.0001954022,0.001709305,0.0002986504,0.0001044117,0.00004922623,0.000982911,0.000517577,0.9942647],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02788633,"threshold_uncertainty_score":0.03977644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368117471219794,"score_gpt":0.2323332441902828,"score_spread":0.2086520694780849,"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."}}