{"id":"W2075999382","doi":"10.1186/1472-6750-13-28","title":"Development of a green binder system for paper products","year":2013,"lang":"en","type":"article","venue":"BMC Biotechnology","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Biotechnology","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":[0.0005606932,0.000576434,0.0004888361,0.001039033,0.0004903006,0.0009214723,0.0007126803,0.0008618544,0.003130669],"category_scores_gemma":[0.0005582902,0.0002202167,0.0005896802,0.0007142955,0.0002939342,0.00118043,0.0006480656,0.0006111693,0.001578554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004772568,"about_ca_system_score_gemma":0.0004918044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005083981,"about_ca_topic_score_gemma":0.0006569743,"domain_scores_codex":[0.9992742,0.00004839653,0.00003945387,0.00009574613,0.0004821846,0.00006007065],"domain_scores_gemma":[0.9997074,0.00002906646,0.00004397862,0.00002915791,0.0001406524,0.00004977119],"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":[0.00005635057,0.0001484188,0.0002507851,0.0003041937,0.00001386745,0.0001567357,0.00006047183,0.0004996304,0.9596451,0.0005166465,0.0002971507,0.03805062],"study_design_scores_gemma":[0.00001933152,0.0004456756,0.0008782706,0.00003069498,0.00002855894,0.0001931299,0.00003752441,0.002743817,0.9791046,0.0001474284,0.016356,0.00001496833],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7380624,0.007693709,0.2268619,0.0005242227,0.000428023,0.001623228,0.0005883768,0.003230924,0.02098706],"genre_scores_gemma":[0.780668,0.00421557,0.1942078,0.0003355938,0.00008318983,0.000748204,0.0008638725,0.000312986,0.01856474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003130669,"threshold_uncertainty_score":0.01047313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03658361340929523,"score_gpt":0.2751033026688965,"score_spread":0.2385196892596013,"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."}}