{"id":"W3082266948","doi":"10.3389/fncel.2020.00245","title":"A Primer on Constructing Plasticity Phenotypes to Classify Experience-Dependent Development of the Visual Cortex","year":2020,"lang":"en","type":"article","venue":"Frontiers in Cellular Neuroscience","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Visual cortex; Neuroscience; Primer (cosmetics); Phenotype; Plasticity; Neuroplasticity; Biology; Psychology; Genetics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001170986,0.0001840351,0.0002118767,0.00009885131,0.0002553565,0.0000555579,0.0006744094,0.00004694949,0.000008207898],"category_scores_gemma":[0.001213967,0.000140818,0.00005251858,0.0009564734,0.0003372533,0.0001290282,0.0002962639,0.0002797072,0.00000812386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006914549,"about_ca_system_score_gemma":0.0001270484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000333778,"about_ca_topic_score_gemma":0.000002143215,"domain_scores_codex":[0.9976513,0.0001249349,0.0003916537,0.0007618746,0.0007044597,0.0003658063],"domain_scores_gemma":[0.9993778,0.00008908871,0.0001737103,0.0001783914,0.00002355869,0.0001573937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000639397,0.00005917428,0.006609239,0.00001006214,4.519454e-7,0.00001175842,0.001096856,0.0008512398,0.9879774,0.0002056142,0.00005281612,0.003061471],"study_design_scores_gemma":[0.0002214007,0.0001565143,0.007491394,0.00002799576,0.000002595058,0.000003633463,0.0003351101,0.03122869,0.9591002,0.00003695147,0.001214472,0.0001810239],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961786,0.000003601639,0.03462591,0.0003590952,0.002489747,0.0003810494,0.000005009352,0.00003465814,0.000314894],"genre_scores_gemma":[0.9952734,0.000001812215,0.001724183,0.002860161,0.0000330158,0.00001413705,1.966687e-7,0.00001446662,0.00007862833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03348736,"threshold_uncertainty_score":0.5742391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03551875043547541,"score_gpt":0.253610163778999,"score_spread":0.2180914133435236,"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."}}