{"id":"W7061692650","doi":"","title":"Recommended Methods for Monitoring Change in Landbird Populations by Counting and Capturing Migrants","year":2024,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ministry of Natural Resources","keywords":"Population; Data collection; Quality (philosophy); Statistical analysis; Sample (material); Immigration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001992633,0.0001745736,0.0003132021,0.0002467559,0.0002725208,0.00005281114,0.0002321073,0.00006822057,0.00002938549],"category_scores_gemma":[0.000006157016,0.0002366979,0.0001295013,0.0003558037,0.00009976348,0.0008725069,0.0001640397,0.0001809759,0.000005833199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004898484,"about_ca_system_score_gemma":0.00003590914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000729357,"about_ca_topic_score_gemma":0.00006031117,"domain_scores_codex":[0.999117,0.00002675874,0.0001527497,0.0002863823,0.000130376,0.0002867426],"domain_scores_gemma":[0.9994552,0.0001087822,0.0001183977,0.0001508588,0.00006539723,0.0001013256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001456915,0.00003225488,0.9456533,0.0001506168,0.0001319058,0.000004958227,0.0299307,0.00002522685,0.0003104599,0.0004341627,0.00006764954,0.02311304],"study_design_scores_gemma":[0.008105047,0.0003102518,0.7621821,0.001877198,0.0005515368,0.000003265153,0.1604978,0.04227135,0.003652085,0.001586005,0.01675009,0.002213293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864603,0.0001507692,0.01131262,0.00008722203,0.000282865,0.0002433063,0.0006991881,0.00005526326,0.0007085152],"genre_scores_gemma":[0.9962272,0.000006352263,0.003446338,0.000001598818,0.00007380685,3.935501e-7,0.0000833767,0.00001470281,0.0001462339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1834712,"threshold_uncertainty_score":0.965226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05232093065339002,"score_gpt":0.2718495326887723,"score_spread":0.2195286020353823,"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."}}