{"id":"W6987532437","doi":"","title":"Temporal and Landscape Influences on the Bee Community Assemblage of the McMaster Research and Conservation Corridor","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Habitat; Pollinator; Species richness; Population; Restoration ecology; Abundance (ecology); Umbrella species; Resource (disambiguation)","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":[0.000326288,0.0001053869,0.0001251568,0.0009898391,0.001205305,0.0009014523,0.0004603866,0.0002080409,0.002045537],"category_scores_gemma":[0.001160592,0.0001633198,0.0001298722,0.001121404,0.0006213407,0.0002849884,0.0006200706,0.0002638197,0.0001526861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003792592,"about_ca_system_score_gemma":0.002198025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7351923,"about_ca_topic_score_gemma":0.9592603,"domain_scores_codex":[0.9996201,0.00007275309,0.00001032245,0.00007410514,0.00008234938,0.0001403027],"domain_scores_gemma":[0.9988618,0.0001067774,0.00033694,0.00005606858,0.0002561831,0.0003822136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007693697,0.00001676099,0.9887264,0.00001365276,0.00002397935,0.00008405267,0.002292231,0.0000572613,0.001908733,0.00009752261,0.000533719,0.006168772],"study_design_scores_gemma":[6.963428e-7,0.000006915444,0.9983037,0.000003948536,0.000002103104,0.00001545426,0.001234831,0.00003606015,0.00003057287,0.000006259344,0.0003575619,0.000001948038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998156,0.0001125244,0.00004654392,0.0001313561,0.000003244983,0.00001139572,0.000303983,0.000003769915,0.001231196],"genre_scores_gemma":[0.9986985,0.000079913,0.0001501832,0.00003328183,0.000002655838,0.00001281326,0.0001644182,0.000003291377,0.0008548835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2648077,"threshold_uncertainty_score":0.5327344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09937347985191643,"score_gpt":0.2521739926689091,"score_spread":0.1528005128169927,"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."}}