{"id":"W4413835010","doi":"10.24908/iqurcp18981","title":"Forest Structure in Belle Park and Island, Kingston, ON","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Forest ecology and management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Geography; Archaeology; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001813071,0.0001467438,0.0001734252,0.001108927,0.001773696,0.0008741502,0.0008047114,0.0002014902,0.002863525],"category_scores_gemma":[0.0005780336,0.0002394817,0.0001274244,0.002050831,0.0006545466,0.0002973092,0.0007869948,0.0002304355,0.0004605401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008368031,"about_ca_system_score_gemma":0.007189461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9179544,"about_ca_topic_score_gemma":0.9874728,"domain_scores_codex":[0.9997264,0.0000147553,0.00001274213,0.00006939709,0.0001035318,0.0000731029],"domain_scores_gemma":[0.9993529,0.00004749019,0.00008931448,0.00003106719,0.0002874355,0.0001917819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001657623,0.00006555511,0.9323733,0.00023613,0.00005571958,0.001405434,0.008671243,0.0002482054,0.003046575,0.0005263205,0.006549997,0.0466557],"study_design_scores_gemma":[0.000004442578,0.00001693349,0.989881,0.00002382111,0.000005757776,0.000182175,0.003583708,0.00009499602,0.000102489,0.00001973512,0.006078264,0.000006712496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833941,0.001116713,0.000193156,0.0002253443,0.00001472972,0.0001170824,0.004946264,0.00002618829,0.009966255],"genre_scores_gemma":[0.9809664,0.0006954623,0.001367893,0.00009484585,0.000005690675,0.00008512466,0.003356576,0.00001273883,0.01341516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08204561,"threshold_uncertainty_score":0.1650575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03056974959531747,"score_gpt":0.3201645039705387,"score_spread":0.2895947543752213,"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."}}