{"id":"W2262708960","doi":"","title":"Is it possible to reveal the \"MISSING LAYER\"?","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Layer (electronics); Computer science; Materials science; Nanotechnology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005172566,0.0002720663,0.0002224857,0.0000773148,0.0005211988,0.0004443503,0.001137831,0.0002194963,0.001882844],"category_scores_gemma":[0.0009483918,0.0002363589,0.0001514027,0.0004579142,0.0002299607,0.0001456447,0.001901046,0.0005452085,0.001069663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003498902,"about_ca_system_score_gemma":0.0001245152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026286,"about_ca_topic_score_gemma":0.002338619,"domain_scores_codex":[0.9957263,0.002211216,0.0004010725,0.0007060622,0.0006152078,0.0003401401],"domain_scores_gemma":[0.9968894,0.0003224651,0.0002983477,0.001771003,0.0004045655,0.0003142343],"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":[0.00003779646,0.0005951053,0.008654486,0.0001215121,0.00009655474,0.000006211193,0.07035553,0.002202105,0.03520944,0.004136235,0.5210642,0.3575208],"study_design_scores_gemma":[0.000713122,0.000001718438,0.01634474,0.00146208,0.00009013218,0.00002282761,0.0007675932,0.01953037,0.3085719,0.01499103,0.6363679,0.001136637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2691152,0.0002303261,0.04205652,0.1524762,0.0006477762,0.000955169,0.00007438326,0.0002825619,0.5341619],"genre_scores_gemma":[0.8587458,0.0001157474,0.02748105,0.003611739,0.00005950329,0.0001137732,0.00008966776,0.00006147606,0.1097212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5896306,"threshold_uncertainty_score":0.9997081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932698381594754,"score_gpt":0.2599561952870298,"score_spread":0.2306292114710823,"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."}}