{"id":"W2372949716","doi":"","title":"Research on effect of batch beating and continuous drum beatingof waster paper on pulp quality","year":2002,"lang":"en","type":"article","venue":"China Pulp & Paper Industry","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deinking; Drum; Pulp (tooth); Pulp and paper industry; Environmental science; Waste paper; Waste management; Process engineering; Engineering; Mechanical engineering; Medicine; Dentistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009269441,0.0003391517,0.0004676285,0.00008737181,0.0001597507,0.00006924579,0.0002596006,0.0006862469,0.0003621204],"category_scores_gemma":[0.0001960195,0.0002894823,0.00008954417,0.0002632587,0.0001444567,0.0001446653,0.00009737306,0.002187161,0.00005062573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008100361,"about_ca_system_score_gemma":0.000008858206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000473648,"about_ca_topic_score_gemma":0.000002722918,"domain_scores_codex":[0.9977844,0.0001951266,0.0004460054,0.0004202401,0.0005540416,0.0006001875],"domain_scores_gemma":[0.998549,0.0005638145,0.00006710459,0.0005775444,0.00004478633,0.0001977768],"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":[0.0001553722,0.0005019498,0.1274105,0.002811388,0.0004090188,0.0001021649,0.005359002,0.0009378521,0.7456982,0.000415315,0.06218913,0.05401005],"study_design_scores_gemma":[0.001861886,0.0007641413,0.02593166,0.0009638348,0.0000378345,0.00002202171,0.001136708,0.0004581693,0.9644678,0.00007610072,0.003567485,0.0007123976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8769755,0.0002772867,3.453889e-7,0.0002597063,0.0001289537,0.0001955605,0.00001822001,0.0001202651,0.1220241],"genre_scores_gemma":[0.9967411,0.00002847306,0.00002899278,0.000128306,0.0003662996,0.00003982306,0.00001103633,0.00006889553,0.00258705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2187696,"threshold_uncertainty_score":0.9999557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473412786517324,"score_gpt":0.305563671719335,"score_spread":0.2708295438541617,"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."}}