{"id":"W7056430832","doi":"","title":"The Forest Biorefinery: Survival Strategy for Canada's Pulp & Paper Sector?","year":2006,"lang":"en","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pulp (tooth); Pulpwood; Forwarder; Forest product; Forest health","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001197027,0.000882589,0.000894632,0.0001811488,0.0005165282,0.0007250394,0.001741491,0.0007359125,0.001260689],"category_scores_gemma":[0.0002413019,0.0006374026,0.0002383189,0.0001564902,0.0002813094,0.000159129,0.0003340693,0.0003464101,0.00009585843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007800825,"about_ca_system_score_gemma":0.001472022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9390314,"about_ca_topic_score_gemma":0.9913322,"domain_scores_codex":[0.995654,0.0003070718,0.0008451883,0.000860144,0.0007507207,0.001582881],"domain_scores_gemma":[0.9967886,0.000287905,0.0007384605,0.001753303,0.0001316317,0.0003001125],"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":[0.0002105322,0.00006815547,0.0003335802,0.000154977,0.00006532302,0.00001829458,0.000009833288,0.0006758008,0.09313077,0.004947819,0.8990396,0.001345354],"study_design_scores_gemma":[0.0004908649,0.0000823572,0.00112945,0.0001191394,0.00006671133,0.00002113043,0.00002496873,0.0001239191,0.01045757,0.0004675768,0.9860819,0.0009344132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1751646,0.05835447,0.09648279,0.02909058,0.02925194,0.03482433,0.03929276,0.01802283,0.5195157],"genre_scores_gemma":[0.1140438,0.0003675142,0.01203173,0.002042072,0.003658765,0.003736425,0.0007303004,0.002605372,0.860784],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3412683,"threshold_uncertainty_score":0.9996523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679803311077679,"score_gpt":0.2239735042711367,"score_spread":0.2071754711603599,"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."}}