{"id":"W4319216613","doi":"","title":"Problématique des contaminants inorganiques émergents : les nouvelles technologies en partie responsables ?","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Historical and Environmental Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Chemistry","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.006240773,0.000545923,0.0006474146,0.0001577223,0.003541992,0.0001876229,0.001966262,0.0005339143,0.001958119],"category_scores_gemma":[0.003136771,0.0005666818,0.0002808029,0.0007862183,0.002835457,0.0002428483,0.003570572,0.0009929973,0.0001126949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141144,"about_ca_system_score_gemma":0.000308241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02063712,"about_ca_topic_score_gemma":0.0249082,"domain_scores_codex":[0.9843271,0.01236052,0.0007839638,0.001000329,0.000778665,0.0007494587],"domain_scores_gemma":[0.995322,0.002163012,0.0006288717,0.001156548,0.0005366664,0.0001929266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000691722,0.002722794,0.09352218,0.0005906319,0.0004349143,0.00002967706,0.3317617,0.000128598,0.004977636,0.308609,0.007019269,0.2501344],"study_design_scores_gemma":[0.000405802,0.000004345629,0.03165408,0.001815398,0.0001287856,0.000005682803,0.02834438,0.0004080047,0.0219795,0.02036452,0.8937551,0.001134369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088109,0.02503312,0.01577523,0.03740483,0.0007638981,0.001456138,0.0002568289,0.001019869,0.1094792],"genre_scores_gemma":[0.8492128,0.04290302,0.01941262,0.00004854232,0.00003278451,0.0003474148,0.0001255546,0.00006684819,0.08785041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8867359,"threshold_uncertainty_score":0.9998782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02213563324649423,"score_gpt":0.2417521837270787,"score_spread":0.2196165504805845,"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."}}