{"id":"W4403973160","doi":"10.15376/biores.20.1.1-3","title":"Pulp and Paper: Reflections on faculty and research careers and the journey with BioResources","year":2024,"lang":"en","type":"article","venue":"BioResources","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Pulp (tooth); Materials science; Pulp and paper industry; Medicine; Business; Engineering; Dentistry","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":[],"consensus_categories":[],"category_scores_codex":[0.03638992,0.0009540398,0.001068755,0.001517776,0.02037097,0.0311546,0.003070368,0.01504262,0.00665096],"category_scores_gemma":[0.07275844,0.000723153,0.001093021,0.002330243,0.01353856,0.01921817,0.01110579,0.03033699,0.002333584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007614069,"about_ca_system_score_gemma":0.01482974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265017,"about_ca_topic_score_gemma":0.01009682,"domain_scores_codex":[0.9717653,0.01355946,0.001298115,0.00130372,0.008740938,0.003332307],"domain_scores_gemma":[0.899456,0.0650497,0.003013854,0.001428371,0.01291054,0.0181415],"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":[0.0001079044,0.0001117945,0.0003356233,0.0005999239,0.00001549137,0.0008086998,0.09744582,0.0000516741,0.0006854843,0.02202292,0.8336562,0.04415847],"study_design_scores_gemma":[0.000008885277,0.00004845206,0.0003074502,0.0005901612,0.00001014775,0.0003228298,0.05951886,0.0000162338,0.0002559953,0.003916213,0.9349639,0.00004084169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003943027,0.03735643,0.0006687276,0.7666836,0.1800683,0.00001974595,0.00002985533,0.00004168175,0.01118859],"genre_scores_gemma":[0.1159021,0.1266415,0.002570761,0.5039378,0.1889391,0.0001444711,0.0001026092,0.0007426938,0.06101899],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03638992,"threshold_uncertainty_score":0.1924506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05027941304657177,"score_gpt":0.3183559013727211,"score_spread":0.2680764883261494,"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."}}