{"id":"W6943233342","doi":"10.15454/5npyx6/ofs1tw","title":"254447310100_201606101017_S01_GE1_107_Sep09_1_1.txt","year":2021,"lang":"en","type":"dataset","venue":"Recherche Data Gouv France","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Microtiter plate; Sample (material); Decantation; Identification (biology)","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":["metaresearch","metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.008744075,0.00189366,0.002263554,0.0005404426,0.0003313239,0.0006163467,0.01384922,0.004735592,0.0160138],"category_scores_gemma":[0.01407491,0.001963211,0.0003843296,0.003012769,0.0006266615,0.001330908,0.00622387,0.008983544,0.1845954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133843,"about_ca_system_score_gemma":0.002416331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002149882,"about_ca_topic_score_gemma":0.001686446,"domain_scores_codex":[0.9856877,0.004068702,0.001645101,0.004536027,0.002056692,0.002005738],"domain_scores_gemma":[0.9709496,0.002552648,0.001249508,0.0239349,0.000639255,0.0006741023],"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":[0.00006064158,0.0004514355,0.00001116446,0.0006163933,0.0004869533,0.0005043906,0.00002472466,0.000004462842,0.0003637649,0.000006172391,0.9923738,0.005096048],"study_design_scores_gemma":[0.0009785703,0.00004740485,0.00005366296,0.0009113131,0.000577471,0.0001777124,0.00004890427,0.0001154914,0.000230282,0.0001583577,0.9945298,0.002170988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001087852,0.009486141,0.0001499829,0.0003254871,0.002624289,0.0009276029,0.9847879,0.0005572339,0.00113052],"genre_scores_gemma":[3.556391e-7,0.007517937,0.01091119,0.001302118,0.002425167,0.0001637369,0.9684474,0.0005364473,0.008695588],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1685816,"threshold_uncertainty_score":0.9993808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4868063673022789,"score_gpt":0.4578011822637102,"score_spread":0.02900518503856864,"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."}}