{"id":"W2898113870","doi":"","title":"Latent Surgical Interventions in Residual Neural Networks","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Residual; Psychological intervention; Artificial neural network; Computer science; Artificial intelligence; Psychology; Algorithm; Psychiatry","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":[0.0009972906,0.0007826083,0.0006594515,0.0004360319,0.0002180102,0.0006079708,0.001360889,0.001237178,0.001926241],"category_scores_gemma":[0.004307872,0.0004172615,0.0005025276,0.0003848427,0.001562994,0.00139946,0.0009403788,0.001258717,0.0002177054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009793004,"about_ca_system_score_gemma":0.0006374916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006587666,"about_ca_topic_score_gemma":0.004762329,"domain_scores_codex":[0.9996871,0.0001235586,0.00001245466,0.00007496068,0.00004933433,0.00005262898],"domain_scores_gemma":[0.9984995,0.0009821148,0.0002532169,0.00007198865,0.000129683,0.00006354139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002729801,0.00001205836,0.0004239896,0.0000209368,0.00001028954,0.00003287811,0.00002300502,0.9838244,0.0002530107,0.009733629,0.0002031926,0.005435282],"study_design_scores_gemma":[0.000002061742,0.000008860321,0.00005736078,0.00000291344,0.000001547122,0.00000382401,0.000002317504,0.9959568,0.00006126415,0.003835733,0.00006568449,0.000001638388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09328964,0.0008054003,0.9011239,0.0007948007,0.0000603628,0.00003917005,0.0001836239,0.0004351372,0.003267857],"genre_scores_gemma":[0.9590793,0.000383027,0.0351921,0.0001602584,0.00006127297,0.0001081186,0.0001741272,0.00004240557,0.004799383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006587666,"threshold_uncertainty_score":0.0130986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262666524657342,"score_gpt":0.2422259478446905,"score_spread":0.2159592953789563,"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."}}