{"id":"W27203686","doi":"10.1522/030333800","title":"Etude experimentale pour determiner les concentrations d'especes chimiques dans la liqueur Bayer par refractometrie dispersive /","year":2009,"lang":"fr","type":"book","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Materials science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567895,0.0007384384,0.0005553139,0.0002992951,0.0005903586,0.0006189747,0.0004439028,0.0006245099,0.002835601],"category_scores_gemma":[0.0009016606,0.0004715727,0.0003808082,0.000429516,0.0005349236,0.0004300735,0.000450634,0.0007180449,0.0008040786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007892979,"about_ca_system_score_gemma":0.0009721576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007169027,"about_ca_topic_score_gemma":0.01504007,"domain_scores_codex":[0.9984984,0.0002067575,0.00008412064,0.0003763249,0.0007354881,0.00009879963],"domain_scores_gemma":[0.9991579,0.0002557846,0.0001458468,0.000110367,0.0003052193,0.00002485948],"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":[0.00006687135,0.00004201329,0.0003341154,0.0001190882,0.000008753595,0.00002082617,0.0001361513,0.0001310848,0.9961162,0.00006297968,0.00002654358,0.002935403],"study_design_scores_gemma":[0.00001515516,0.0007745806,0.002828345,0.00001970453,0.0000297497,0.00006539346,0.00009673471,0.0006242658,0.9923454,0.00003295231,0.003152309,0.00001550855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452723,0.002417217,0.04535637,0.0001567463,0.00005658447,0.000687869,0.0007818728,0.00034968,0.004921354],"genre_scores_gemma":[0.8470945,0.005627237,0.1250977,0.0003210884,0.00002740478,0.00162592,0.000897438,0.0001441852,0.01916457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007169027,"threshold_uncertainty_score":0.01425463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524332211804076,"score_gpt":0.2843846168418532,"score_spread":0.2591412947238124,"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."}}