{"id":"W7133097051","doi":"","title":"An Evaluation of Concepts and Tools for Managing the Northern Hardwoods","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Forest ecology and management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predictability; Consistency (knowledge bases); Variety (cybernetics); Variation (astronomy); Quality (philosophy); Selection (genetic algorithm); Silviculture","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":[0.03343197,0.000963741,0.0006270129,0.004856956,0.002062378,0.005909055,0.001783972,0.0006037896,0.001773852],"category_scores_gemma":[0.0276152,0.0002010057,0.0006187216,0.002783957,0.002605726,0.005706156,0.002488418,0.001100249,0.0001591949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01106249,"about_ca_system_score_gemma":0.01158711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009900325,"about_ca_topic_score_gemma":0.01906865,"domain_scores_codex":[0.9840965,0.006961073,0.0009355474,0.0006967402,0.006857552,0.0004525898],"domain_scores_gemma":[0.9748361,0.01285167,0.001945326,0.0009117676,0.008677245,0.0007778821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004924198,0.001304419,0.03394375,0.002572717,0.00008513701,0.000260157,0.01955971,0.01081574,0.004246663,0.09996783,0.006112644,0.8206388],"study_design_scores_gemma":[0.0005275387,0.01780399,0.2546705,0.01730747,0.0009432822,0.0008410939,0.1441313,0.07828043,0.02309755,0.09499272,0.3668297,0.0005744028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8108093,0.007933074,0.0409389,0.003583069,0.0002807559,0.003785199,0.000487726,0.0003067421,0.1318752],"genre_scores_gemma":[0.7942469,0.006640013,0.191254,0.0003721773,0.00006677629,0.001066458,0.0005959612,0.00005809974,0.005699551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03343197,"threshold_uncertainty_score":0.1768072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03257904846453633,"score_gpt":0.374362025772344,"score_spread":0.3417829773078077,"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."}}