{"id":"W4313441591","doi":"10.13033/isahp.y2022.064","title":"2022 ISAHP Book of Abstracts/Schedule","year":2022,"lang":"en","type":"article","venue":"ISAHP proceedings","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Schedule; Computer science; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001018527,0.00112803,0.000879745,0.002843003,0.001039102,0.003747537,0.001501851,0.00118091,0.8661837],"category_scores_gemma":[0.003709564,0.0007168186,0.0006951824,0.003889031,0.0004526128,0.001892972,0.001978349,0.001591194,0.7753153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263731,"about_ca_system_score_gemma":0.001728162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935876,"about_ca_topic_score_gemma":0.004236217,"domain_scores_codex":[0.9992662,0.0000949558,0.00005640864,0.000109123,0.0004171243,0.00005605588],"domain_scores_gemma":[0.9976302,0.0003693003,0.0001024593,0.0003848219,0.001099804,0.0004133067],"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":[0.00002919209,0.00003920246,0.00004569027,0.0001123205,0.000002960137,0.00002665504,0.00001290197,0.0001888989,0.0004572843,0.002318773,0.9108807,0.08588538],"study_design_scores_gemma":[0.000007080995,0.00001686895,0.0002775344,0.00005781449,0.000001344891,0.00002947462,0.000016172,0.0002105469,0.0001224707,0.0009928454,0.9982631,0.000004784743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005102385,0.001328592,0.009407335,0.001567967,0.005281802,0.0007529471,0.0130701,0.003289296,0.9647918],"genre_scores_gemma":[0.001986337,0.0009054361,0.003780578,0.0002523826,0.0009418413,0.0002282316,0.00646755,0.0009613132,0.9844764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1338163,"threshold_uncertainty_score":0.1908727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315967078471458,"score_gpt":0.2476005113299567,"score_spread":0.2244408405452421,"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."}}