{"id":"W2577609009","doi":"10.1080/03155986.2016.1270636","title":"Quebec provincial government evaluates the potential of OR in the midst of its forest regime renewal","year":2017,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"FPInnovations","keywords":"Procurement; Benchmark (surveying); Government (linguistics); Business; Process (computing); Inclusion (mineral); Plan (archaeology); Cost reduction; Operations management; Reduction (mathematics); Government procurement; Environmental economics; Operations research; Environmental resource management; Computer science; Economics; Engineering; Geography; Marketing; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002813789,0.00006320426,0.00008829311,0.00004376762,0.0004543075,0.0003515471,0.0004989799,0.00003968082,0.0001699631],"category_scores_gemma":[0.0004359774,0.00003149,0.00002278861,0.0001032294,0.0003146026,0.001296492,0.0002649873,0.0000981725,0.00008832749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000838232,"about_ca_system_score_gemma":0.00009069733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02975848,"about_ca_topic_score_gemma":0.01216828,"domain_scores_codex":[0.997818,0.0000934123,0.0003997208,0.0000605257,0.001474234,0.0001540887],"domain_scores_gemma":[0.9993288,0.0001150997,0.0001866921,0.0002650001,0.00007919403,0.00002519489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001235767,0.0001981006,0.2003081,0.0009302351,0.00008873765,0.000005740922,0.02447021,0.05284771,0.0009010462,0.6029593,0.08711731,0.0289377],"study_design_scores_gemma":[0.001398994,0.0003220402,0.739943,0.0001283624,0.00001024785,0.00001150987,0.003655895,0.1051628,0.0002336378,0.0002013275,0.148767,0.0001651732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9314355,0.00002638416,0.00002494414,0.001642145,0.00009177555,0.001370962,0.00005223061,0.000002691764,0.06535333],"genre_scores_gemma":[0.9954264,0.0000292457,0.00001311228,0.00005469795,0.00006251637,0.00009006434,0.00001343907,0.000001977062,0.004308535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.602758,"threshold_uncertainty_score":0.9767025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04856004487080931,"score_gpt":0.3387128494949467,"score_spread":0.2901528046241374,"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."}}