{"id":"W6907665497","doi":"10.22008/fk2/wp1tr3/dnefc3","title":"w50ac4.rtl","year":2021,"lang":"en","type":"dataset","venue":"Geological Survey of Denmark and Greenland (GEUS)","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apotex Pharmachem (Canada)","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00124815,0.0004103649,0.0009443147,0.0000893641,0.0001447719,0.00005314613,0.0005003426,0.000896656,0.01289611],"category_scores_gemma":[0.0006780781,0.0003014352,0.0001491115,0.0002607642,0.0004893712,0.00003744378,0.0003250351,0.000566418,0.0003307203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001599418,"about_ca_system_score_gemma":0.0001137531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01982412,"about_ca_topic_score_gemma":0.005114951,"domain_scores_codex":[0.9968157,0.001018934,0.0006226897,0.0007459525,0.0002832004,0.0005135526],"domain_scores_gemma":[0.9967352,0.001852756,0.0003455377,0.0006682199,0.0002239981,0.0001743444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000159655,0.0002131173,0.144914,0.00009656903,0.0001901394,0.0001018166,0.00001692147,0.000001048578,4.084675e-7,0.0001046463,0.8531036,0.001098069],"study_design_scores_gemma":[0.0002510228,0.0001886948,0.6232242,0.00002927728,0.0000472155,0.00006310445,0.00008390332,3.37381e-7,3.582939e-7,0.0004140587,0.3754516,0.0002462429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0747362,0.009177422,0.000008986936,0.000334485,0.001394309,0.0002039279,0.9110514,0.00001804657,0.003075254],"genre_scores_gemma":[0.01949345,0.002346062,0.00007935585,0.0003337046,0.0003102953,0.00004325821,0.9743136,0.00001338145,0.00306689],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4783102,"threshold_uncertainty_score":0.9999438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07210928346367677,"score_gpt":0.3373630918677514,"score_spread":0.2652538084040746,"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."}}