{"id":"W4299816194","doi":"","title":"Procédé de détection et détecteur optique de gaz","year":2005,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cybernet Systems Corporation (Canada)","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":[0.0004384989,0.0009672389,0.0008239468,0.0005965226,0.0006630658,0.001267185,0.0008801813,0.001461918,0.003960261],"category_scores_gemma":[0.001139663,0.0004007746,0.0006338971,0.000334321,0.0009058051,0.0005769228,0.0007814271,0.001157839,0.001153077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008837395,"about_ca_system_score_gemma":0.0006038118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217948,"about_ca_topic_score_gemma":0.001443205,"domain_scores_codex":[0.9993023,0.0001193419,0.00002425633,0.0001734889,0.0002889782,0.00009157317],"domain_scores_gemma":[0.9994916,0.00029957,0.00003922075,0.00008254588,0.00006005358,0.00002707302],"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":[0.0006233186,0.00004429312,0.0004827985,0.0001294777,0.00004402091,0.0001632456,0.0001305216,0.000907853,0.9747765,0.001022647,0.0003031577,0.02137216],"study_design_scores_gemma":[0.00006528078,0.0003177782,0.003268483,0.000008413826,0.00003422917,0.0003060508,0.00005391232,0.007930567,0.9806717,0.0004457237,0.00687102,0.00002678088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5820065,0.006983557,0.3970925,0.001154262,0.0007690149,0.0002980805,0.0003060274,0.002116198,0.009273781],"genre_scores_gemma":[0.8861254,0.002632451,0.08940407,0.0003132674,0.0001481318,0.000176553,0.0002427704,0.0001873374,0.02077009],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003960261,"threshold_uncertainty_score":0.01324838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056799148367127,"score_gpt":0.2609000058560271,"score_spread":0.2503320143723558,"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."}}