{"id":"W4413834894","doi":"10.24908/iqurcp19142","title":"Maximum Entropy Modeling Loggerhead Shrike Distribution in Southern Ontario","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Shrike; Geography; Environmental science; Oceanography; Fishery; Physical geography; Geology; Ecology; Biology; Habitat","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":[0.0002618468,0.000310988,0.0002400903,0.0003782257,0.0005258915,0.0006425023,0.0009149737,0.0004413846,0.001634558],"category_scores_gemma":[0.0009298224,0.0002252365,0.0003127142,0.0004003234,0.000429169,0.0003354918,0.0003661331,0.0002573784,0.0001251766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004367181,"about_ca_system_score_gemma":0.002343202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7397949,"about_ca_topic_score_gemma":0.7552047,"domain_scores_codex":[0.9999276,0.000009480906,0.000002707191,0.00002319392,0.00001597981,0.00002101157],"domain_scores_gemma":[0.9997742,0.0001146028,0.0000284863,0.0000103057,0.00004919711,0.0000232118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006245534,0.00002186874,0.02990657,0.00002652497,0.00002071353,0.0001208073,0.00009612761,0.9613863,0.0007715711,0.0007344598,0.0005917613,0.006260836],"study_design_scores_gemma":[0.000004148427,0.000004925379,0.007951459,0.000003191898,0.000003943336,0.00001189041,0.00003306309,0.9913761,0.0001043942,0.0002265839,0.00027563,0.000004596499],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765366,0.0001783266,0.01708275,0.0002486923,0.00001100069,0.00003205235,0.001308188,0.0001608718,0.00444157],"genre_scores_gemma":[0.9955929,0.00004744625,0.001866246,0.00001124585,0.000003724765,0.0000105834,0.0005154436,0.00001631621,0.001936147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2602051,"threshold_uncertainty_score":0.5234751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06373075884358577,"score_gpt":0.3277921370248223,"score_spread":0.2640613781812366,"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."}}