{"id":"W6945085908","doi":"10.24433/co.9801818.v1","title":"Replication files for Neurons Learn by Predicting Future Activity","year":2021,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Set (abstract data type); Code (set theory); Replication (statistics); Epoch (astronomy); Key (lock); Artificial neural network","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002188741,0.000342184,0.0003582964,0.0001211156,0.0001255031,0.00006814742,0.0003338227,0.0004269218,0.001271442],"category_scores_gemma":[0.0004239414,0.0003743872,0.0001549932,0.0002130937,0.00005370302,0.00004952143,0.0000968064,0.0004149832,0.0001567583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016897,"about_ca_system_score_gemma":0.0001019161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004299074,"about_ca_topic_score_gemma":0.0002333286,"domain_scores_codex":[0.9980968,0.0001213958,0.0001676016,0.001026869,0.0002443992,0.0003428817],"domain_scores_gemma":[0.9977683,0.00009654149,0.0004552939,0.001506393,0.00006853913,0.0001048926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002006103,0.00007152417,0.0004073497,0.0002088525,0.00006539745,0.000001761182,0.00004643315,0.000002691715,0.004932668,0.00002986392,0.9898888,0.004324607],"study_design_scores_gemma":[0.0002879205,0.00003344855,0.0003394461,0.0001833935,0.00008271162,0.000005918538,0.00004654763,0.0006508689,0.001076104,0.00001381856,0.9969734,0.0003064442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006720751,0.009877614,0.002841706,0.003474607,0.003173215,0.005370468,0.05566068,0.006213993,0.906667],"genre_scores_gemma":[0.002807036,0.0001220318,0.000732993,0.00009508633,0.002843427,0.0000669325,0.005963403,0.002673926,0.9846951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07802819,"threshold_uncertainty_score":0.9998708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297168656235003,"score_gpt":0.2874629300259317,"score_spread":0.2644912434635817,"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."}}