{"id":"W2297960905","doi":"","title":"THE DEVELOPMENT AND IMPLEMENTATION OF FOREST FIRE MANAGEMENT DECISION SUPPORT SYSTEMS IN ONTARIO, CANADA: PERSONAL REFLECTIONS ON PAST PRACTICES AND EMERGING CHALLENGES","year":2013,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental resource management; Decision support system; Forest management; Business; Environmental planning; Engineering; Geography; Forestry; Computer science; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01750532,0.0003090668,0.0002612528,0.0008393007,0.01483554,0.008997542,0.002168056,0.001245456,0.001950629],"category_scores_gemma":[0.02720158,0.0004690921,0.0002343134,0.002401608,0.007429814,0.002634129,0.002540481,0.002896767,0.0001683905],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.152228,"about_ca_system_score_gemma":0.2658571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9902893,"about_ca_topic_score_gemma":0.9938737,"domain_scores_codex":[0.9894319,0.003717006,0.0004906558,0.000597461,0.003616161,0.002146838],"domain_scores_gemma":[0.9734494,0.008298163,0.001217747,0.0007046513,0.01219944,0.004130622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002418219,0.0005502233,0.07280004,0.0007128095,0.00006480003,0.001234676,0.48384,0.007124256,0.003428031,0.05466272,0.0471494,0.3281913],"study_design_scores_gemma":[0.00006934672,0.0003062158,0.07796101,0.0009331884,0.00004826342,0.0001800265,0.3875862,0.00683945,0.00276066,0.003597494,0.5195208,0.0001973666],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7171058,0.007826616,0.01096363,0.1544383,0.000403789,0.0009661042,0.0004815097,0.0001646537,0.1076496],"genre_scores_gemma":[0.967256,0.004060796,0.008039675,0.002381817,0.00003428074,0.0001006997,0.000129051,0.00004844124,0.01794918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.152228,"threshold_uncertainty_score":0.9832954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0724972727422296,"score_gpt":0.3056737885968845,"score_spread":0.2331765158546549,"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."}}