{"id":"W7104488707","doi":"10.71781/20691","title":"Évaluer le potentiel et les défis de la variation intraspécifique pour les réseaux neuronaux profonds de reconnaissance de chants d’oiseaux : l’exemple des bruants des prés (Passerculus sandwichensis) de l’île Kent, Nouveau-Brunswick","year":2023,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statistical analysis; Population; Variation (astronomy); Homogeneous","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":[0.0006116742,0.0006096053,0.0003425763,0.0008636729,0.0005491404,0.0008960966,0.0003731773,0.0007193842,0.001760665],"category_scores_gemma":[0.001277398,0.0002186791,0.0003809638,0.0007884743,0.0006403273,0.0005231191,0.0007407283,0.0003951335,0.0007050463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00069415,"about_ca_system_score_gemma":0.0007934066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06641176,"about_ca_topic_score_gemma":0.2350071,"domain_scores_codex":[0.9996135,0.00004104322,0.00001743464,0.0001561249,0.00008222437,0.00008975853],"domain_scores_gemma":[0.9993304,0.00022135,0.00005744771,0.00004937772,0.0002904055,0.00005098305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006160937,0.00003894536,0.1491301,0.0007153035,0.0002751919,0.0009994807,0.003895894,0.004556607,0.6697312,0.0005177226,0.001917878,0.1676055],"study_design_scores_gemma":[0.00002041724,0.0002227379,0.9121134,0.0001498492,0.000306186,0.001286983,0.005657769,0.01921824,0.04872033,0.0008930186,0.01131584,0.00009519146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624607,0.001655126,0.02740081,0.0001992113,0.00008695354,0.00005741915,0.001693766,0.0003330804,0.006112902],"genre_scores_gemma":[0.9703086,0.0006537435,0.01967764,0.0000964682,0.00001847033,0.00008560272,0.001849909,0.0001463517,0.00716315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9335883,"threshold_uncertainty_score":0.1320504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847307848594292,"score_gpt":0.2450660222537868,"score_spread":0.2265929437678439,"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."}}