{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004571462,0.0001104893,0.0001326451,0.0001711332,0.00253976,0.001049977,0.008879083,0.00002341253,0.01351686],"category_scores_gemma":[0.0009642743,0.0001028538,0.00002889206,0.00554316,0.0006905041,0.001099227,0.007833421,0.0005724509,0.00509193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073388,"about_ca_system_score_gemma":0.0009303346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008053607,"about_ca_topic_score_gemma":0.000002977356,"domain_scores_codex":[0.9968966,0.0001263325,0.0001847454,0.0006723328,0.001540911,0.0005790535],"domain_scores_gemma":[0.9982656,0.00007616127,0.0001307209,0.001249065,0.00008528447,0.0001931632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005358385,0.001304911,0.02828345,0.00001649816,0.00001322919,0.0001077231,0.005183702,0.003672943,0.04037979,0.7278377,0.1452366,0.04742759],"study_design_scores_gemma":[0.0003200237,0.0001879164,0.004056788,0.00001837004,0.000002114634,0.00002313769,0.000682042,0.000588086,0.002327033,0.05172634,0.9397896,0.0002785351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0219689,0.000002795024,0.0008592784,0.002065103,0.0008911504,0.5043837,0.00006236704,0.0003359764,0.4694307],"genre_scores_gemma":[0.2870975,1.286854e-8,0.03746112,0.001271006,0.00005982104,0.6715117,9.975523e-7,0.0000398557,0.002558003],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.794553,"threshold_uncertainty_score":0.999987,"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."}}