{"id":"W4404942827","doi":"10.15376/biores.20.1.566-587","title":"Detection of incipient pulp screen plugging","year":2024,"lang":"en","type":"article","venue":"BioResources","topic":"Material Properties and Processing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Pulp (tooth); Pulp and paper industry; Composite material; Forensic engineering; Process engineering; Dentistry; Engineering; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00006879688,0.00005951298,0.00006494358,0.00006144393,0.00002852474,0.0000615501,0.00005148421,0.00003260545,0.0000598108],"category_scores_gemma":[0.000004600239,0.00004721706,0.00002381912,0.00009368084,0.00001776777,0.00005930251,0.00001762008,0.00004147484,0.00001738625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001557148,"about_ca_system_score_gemma":0.00000313544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000602163,"about_ca_topic_score_gemma":0.000006340378,"domain_scores_codex":[0.9996567,0.000005500981,0.0001076357,0.00006919158,0.00006883698,0.00009212847],"domain_scores_gemma":[0.9998989,0.000008200714,0.000008054556,0.00005622654,0.000007785437,0.00002087376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001305469,0.000003627051,0.000100136,0.000892668,0.00003247815,0.00000379718,0.001402528,0.002818644,0.782943,0.00006397034,0.0001513826,0.2115748],"study_design_scores_gemma":[0.00006146128,0.00004174806,0.0006634013,0.0003163434,0.00001745918,0.00000561561,0.0001646252,0.1218895,0.7141302,0.00008129642,0.162461,0.000167378],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988884,0.005195874,0.001671886,0.00001404352,0.0003500922,0.0000381041,0.000005715803,0.0003510403,0.003489201],"genre_scores_gemma":[0.999642,0.00003142334,0.0000834822,0.000005018446,0.0001584726,0.000002827435,0.000001370333,0.00001620202,0.00005925554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2114074,"threshold_uncertainty_score":0.1925456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009717536260941498,"score_gpt":0.192594321780746,"score_spread":0.1828767855198045,"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."}}