{"id":"W4300496274","doi":"","title":"Investigation sur les procédés d’usinage par jet-photonique en embout de fibres optiques façonnées","year":2016,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Plant Surface Properties and Treatments","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National d'Excellence en Santé et en Services Sociaux","funders":"","keywords":"Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004182413,0.0004391544,0.0004502016,0.0002041804,0.0006519358,0.0005561276,0.0002945881,0.0006996065,0.001782979],"category_scores_gemma":[0.000859685,0.0002331961,0.0004338632,0.0002429161,0.0006200768,0.000516242,0.0002781659,0.0005553471,0.0002055161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004973168,"about_ca_system_score_gemma":0.0003226093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010843,"about_ca_topic_score_gemma":0.002388855,"domain_scores_codex":[0.999675,0.00004077234,0.00001585705,0.00009736124,0.0001162512,0.0000546431],"domain_scores_gemma":[0.9995369,0.0002189964,0.00006385733,0.00007780125,0.00008461151,0.000017911],"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":[0.0001540241,0.00003145091,0.0003496184,0.00005911439,0.00001279047,0.00007400124,0.0001469005,0.0003144181,0.9957615,0.0001483756,0.00003368846,0.002914096],"study_design_scores_gemma":[0.00001329128,0.0002560019,0.00595958,0.000006797307,0.00002301772,0.00005730348,0.00006298426,0.001049804,0.9907835,0.00005126364,0.001726952,0.000009530945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914683,0.001261402,0.005981006,0.00006407165,0.00005803575,0.00003348169,0.00006031225,0.00005357984,0.001019922],"genre_scores_gemma":[0.9908042,0.0007006592,0.004816412,0.00002695873,0.00001239311,0.00004578319,0.00006632155,0.00004147629,0.003485896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002010843,"threshold_uncertainty_score":0.005964696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02602511245949458,"score_gpt":0.2057388489947901,"score_spread":0.1797137365352955,"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."}}