{"id":"W6962773839","doi":"10.17605/osf.io/23k56","title":"Protocol","year":2022,"lang":"en","type":"article","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Protocol (science); Identification (biology); Process (computing); Focus (optics); Set (abstract data type)","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":[],"category_scores_codex":[0.04329586,0.00188673,0.002322744,0.007765766,0.006748735,0.007808763,0.003858801,0.006441168,0.7206886],"category_scores_gemma":[0.1230931,0.002022144,0.002630751,0.003609939,0.003250518,0.004634559,0.007703122,0.007092318,0.3790824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006117424,"about_ca_system_score_gemma":0.02656573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007233301,"about_ca_topic_score_gemma":0.0124454,"domain_scores_codex":[0.9750001,0.01234601,0.002649719,0.002021285,0.005744206,0.002238713],"domain_scores_gemma":[0.9290022,0.02370556,0.00287418,0.01712311,0.02162151,0.005673473],"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":[0.003522397,0.0004816663,0.0003818824,0.004378095,0.00006833924,0.00008851779,0.0006893231,0.0001741024,0.0003600983,0.02655193,0.9177382,0.04556539],"study_design_scores_gemma":[0.002060369,0.0001794844,0.0004874157,0.003299516,0.00005526371,0.00005139784,0.0005175422,0.0001012543,0.0004752889,0.01525278,0.9774653,0.00005438534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.002091896,0.001673518,0.01964335,0.0132492,0.008707434,0.2724181,0.3219941,0.004056696,0.3561657],"genre_scores_gemma":[0.006075028,0.001114714,0.01910003,0.01284288,0.000897768,0.7202128,0.05027615,0.001170322,0.1883103],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.2793114,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0614890000645411,"score_gpt":0.4302605443817665,"score_spread":0.3687715443172254,"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."}}