{"id":"W7028125631","doi":"","title":"The effects of alternative harvesting practices on saproxylic beetles in eastern mixedwood boreal forest of Quebec /","year":2006,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Cybernetics and Technology in Society","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecological succession; Boreal; Taiga; Silviculture; Clearcutting; Natural forest; Logging; Natural (archaeology)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005872343,0.0004992232,0.0006495189,0.0002448397,0.0006722566,0.0001143693,0.0007151563,0.0004384232,0.00001519467],"category_scores_gemma":[0.00145296,0.0004067931,0.0002978435,0.0001426619,0.0004235672,0.0003251209,0.0001041729,0.001227763,0.00001336943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000203375,"about_ca_system_score_gemma":0.0000492032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07032515,"about_ca_topic_score_gemma":0.5877881,"domain_scores_codex":[0.9973125,0.0002487038,0.0009189793,0.0005467772,0.0005231992,0.0004497974],"domain_scores_gemma":[0.9948826,0.001734833,0.002413393,0.000525518,0.0003872646,0.0000563498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001516349,0.00045424,0.0005613694,0.0008883248,0.0003128038,0.0000253717,0.0005311709,0.0000110822,0.002095098,0.9012574,0.00001357748,0.09369795],"study_design_scores_gemma":[0.007169042,0.00388263,0.07422881,0.0126134,0.001578981,0.00001621679,0.02601691,0.0002441891,0.2699408,0.3522765,0.2480811,0.003951353],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.856335,0.0005115505,1.20847e-8,0.00001487776,0.0009349662,0.0005927642,0.0002719657,0.00005700643,0.1412819],"genre_scores_gemma":[0.9819648,0.0002239887,0.00003895728,0.00002741548,0.00009358173,0.0001242376,0.0002895242,0.00009327921,0.01714423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5489808,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734073867907742,"score_gpt":0.2464392128016766,"score_spread":0.2290984741225992,"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."}}