{"id":"W6945209266","doi":"10.25335/gs79-3r50","title":"Analyzing dynamics of technological attributes in the Canadian sawmilling industry","year":2024,"lang":"en","type":"article","venue":"Michigan State University Libraries","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dynamics (music); System dynamics; Field (mathematics); Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00007697069,0.00007008752,0.00007345147,0.0003725014,0.00006724337,0.00007754448,0.0002045758,0.00009730755,0.00002188123],"category_scores_gemma":[0.00000628821,0.00006160363,0.00002429466,0.0007588553,0.0001186731,0.0001959091,0.00003933993,0.000226933,0.000003667814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007045615,"about_ca_system_score_gemma":0.00004332944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911129,"about_ca_topic_score_gemma":0.2315695,"domain_scores_codex":[0.9996145,0.0000168665,0.00007855581,0.00008508246,0.00005763497,0.0001472964],"domain_scores_gemma":[0.9998266,0.00003138367,0.000007759013,0.0000947795,0.000007252529,0.00003221746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006171844,0.00001363605,0.0363651,0.0002043497,0.0001013241,0.0003371559,0.002698779,0.01955922,0.00006221324,0.936081,0.001264258,0.003306827],"study_design_scores_gemma":[0.0006026955,0.00006865244,0.05775094,0.0004407847,0.000108777,0.00001202725,0.0427348,0.3937297,0.00263617,0.01808011,0.4829401,0.0008952537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97254,0.0004644954,0.007568754,0.001778183,0.00009709085,0.0001470442,0.0001623136,0.0003941151,0.01684801],"genre_scores_gemma":[0.9993662,0.00006788623,0.000264819,0.00002114115,0.000003098429,1.727236e-7,0.00005116891,0.000006371477,0.000219095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9180009,"threshold_uncertainty_score":0.7824523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020312386601135,"score_gpt":0.1717916107199974,"score_spread":0.1615884868539861,"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."}}