{"id":"W6930098074","doi":"10.5281/zenodo.11982334","title":"Iso 22825 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Knoop hardness test; Certification; Welding; Vickers hardness test; Calibration; Test (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00230576,0.00194847,0.0008385425,0.006161285,0.001341167,0.004451859,0.003227234,0.002629773,0.3221661],"category_scores_gemma":[0.006397883,0.0009107961,0.001071954,0.003933376,0.0007361934,0.003955988,0.002070099,0.001840621,0.3823782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002027541,"about_ca_system_score_gemma":0.004246758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663765,"about_ca_topic_score_gemma":0.009927195,"domain_scores_codex":[0.994033,0.000472901,0.0003981299,0.0003281821,0.00438737,0.0003803307],"domain_scores_gemma":[0.994931,0.0002559424,0.0001534057,0.0005498606,0.003978082,0.0001315974],"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":[0.00005536833,0.0000746526,0.0001769213,0.0004207814,0.000007901307,0.00008069962,0.00009397932,0.000481351,0.001993206,0.009754278,0.8175562,0.1693047],"study_design_scores_gemma":[0.000004600496,0.00001285508,0.0002921227,0.00008355545,0.000003230565,0.00005299248,0.00002881574,0.00007907666,0.0005071951,0.0006787221,0.9982481,0.000008776564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001013472,0.001643895,0.02728255,0.00103055,0.002587557,0.001184585,0.02444067,0.009037198,0.9317795],"genre_scores_gemma":[0.007346935,0.002209297,0.02504498,0.001186339,0.0004794352,0.0009120164,0.06267586,0.004586808,0.8955582],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6778339,"threshold_uncertainty_score":0.9668478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352039588351023,"score_gpt":0.2356552733029284,"score_spread":0.2221348774194182,"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."}}