{"id":"W7054835573","doi":"","title":"Biases in the learning and plasticity of birdsong","year":2019,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Ministry of Education, Culture, Sports, Science and Technology; Centre for Research on Brain, Language and Music","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004792177,0.0001142022,0.0002295299,0.0001560219,0.0002216377,0.0009351675,0.0003046481,0.0002817814,0.002429054],"category_scores_gemma":[0.003305107,0.0001906062,0.0001470228,0.0001423147,0.000719484,0.0004505788,0.0005970607,0.0005716997,0.0002921255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004401294,"about_ca_system_score_gemma":0.0003173971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00286657,"about_ca_topic_score_gemma":0.005363184,"domain_scores_codex":[0.9997945,0.0000384932,0.000009394487,0.00007704357,0.00004195034,0.00003862539],"domain_scores_gemma":[0.9988642,0.0004279591,0.0001660138,0.0001699311,0.0001659613,0.0002060352],"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":[0.001667261,0.0002242331,0.279851,0.0002959913,0.000331476,0.0003087204,0.00200741,0.02189918,0.3891192,0.01936465,0.002818244,0.2821126],"study_design_scores_gemma":[0.0000576761,0.0003685113,0.9199195,0.00004591574,0.00009466708,0.0002239906,0.0006778142,0.0274401,0.02809018,0.01785663,0.005133686,0.00009134501],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932781,0.0001910078,0.001703129,0.0001401651,0.00002967517,0.000005833533,0.00005097921,0.00002661616,0.004574437],"genre_scores_gemma":[0.9967716,0.0001050197,0.0009575766,0.0000464285,0.000008710307,0.00000554621,0.00003457846,0.00002747819,0.002043033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00286657,"threshold_uncertainty_score":0.00812602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993243648576903,"score_gpt":0.2763201175880302,"score_spread":0.2563876811022612,"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."}}