{"id":"W3044485770","doi":"10.4236/nr.2020.117017","title":"Assessment of a Public Participation Tool by Experts: A Case Study of Quebec, Canada","year":2020,"lang":"en","type":"article","venue":"Natural Resources","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Génome Québec; Genome Canada","keywords":"Political science; Environmental planning; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.00008493197,0.00007674356,0.0001184554,0.00001601595,0.00004529914,0.00001696637,0.0001506652,0.00001824333,0.0006959703],"category_scores_gemma":[0.00007467037,0.00006111008,0.00002093136,0.0002305007,0.00004751144,0.000121644,0.0001255121,0.00006026829,0.000002909083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009317601,"about_ca_system_score_gemma":0.0000215141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8739304,"about_ca_topic_score_gemma":0.915579,"domain_scores_codex":[0.9990382,0.00007220567,0.0002056356,0.0001443847,0.0003964383,0.0001431376],"domain_scores_gemma":[0.9996496,0.00004448924,0.0001118359,0.0001180158,0.000008241542,0.00006786038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002883691,0.0004630385,0.7768202,0.00005075065,0.00008263194,0.0001876936,0.01782931,0.0007586782,0.003393554,0.00007266298,0.1789152,0.02139752],"study_design_scores_gemma":[0.002539822,0.001048163,0.647543,0.00001983602,0.0001128716,0.00001131753,0.02493636,0.03178902,0.0008866743,0.000008063698,0.2904595,0.0006452939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972962,0.00005526133,0.000001993582,0.0006435007,0.00002602997,0.0002179988,0.000004374986,0.000009750162,0.001744861],"genre_scores_gemma":[0.9988795,0.000001389078,0.00002571233,0.00029376,0.0000167244,0.00001456197,0.000003945401,0.000004694708,0.0007597415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1292771,"threshold_uncertainty_score":0.7620387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136977912361768,"score_gpt":0.2826881628945475,"score_spread":0.2613183837709298,"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."}}