{"id":"W7109667420","doi":"10.25976/xjpz-5656","title":"Campagne d'échantillonnage citoyenne des sédiments des cours d’eau drainant le site minier Matawinie","year":2025,"lang":"en","type":"dataset","venue":"DataStream","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Period (music); Settlement (finance)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001213763,0.002035596,0.001942706,0.001479763,0.001067776,0.0006396176,0.003549042,0.0008828188,0.001345358],"category_scores_gemma":[0.0008167877,0.002031547,0.0004344943,0.001783445,0.001805028,0.001167264,0.003181444,0.001263732,0.007854242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007046992,"about_ca_system_score_gemma":0.0009346236,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01053871,"about_ca_topic_score_gemma":0.007508853,"domain_scores_codex":[0.9914979,0.0005055743,0.001460808,0.002578961,0.001400376,0.002556418],"domain_scores_gemma":[0.9915374,0.0003768807,0.001004603,0.005947897,0.0003506771,0.0007825436],"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":[0.0002561076,0.001585235,0.0002340452,0.001278512,0.0008428319,0.001029512,0.0001324363,0.00001118528,0.000436251,0.00001495572,0.9925715,0.001607457],"study_design_scores_gemma":[0.002236784,0.0002309272,0.0005164836,0.001914157,0.001235657,0.0001299847,0.0003847342,0.00002095339,0.0008342378,0.0001914751,0.99057,0.001734569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003193043,0.001876774,0.00004051695,0.00004594018,0.00108095,0.001329537,0.9916207,0.0003846329,0.0004279743],"genre_scores_gemma":[0.0001097904,0.001191945,0.002835659,0.0002234106,0.0004721904,0.0002863607,0.9923014,0.0002594309,0.002319826],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.006508884,"threshold_uncertainty_score":0.9995676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153327666239425,"score_gpt":0.2763779134236708,"score_spread":0.2610451467997283,"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."}}