{"id":"W4393923451","doi":"10.5281/zenodo.10331391","title":"mikikwan by Duane Linklater","year":2021,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007961873,0.0001692182,0.0001840197,0.000256358,0.00352486,0.001102418,0.001316204,0.000412841,0.07666387],"category_scores_gemma":[0.001569525,0.0001867192,0.00006734729,0.0006252287,0.0004198193,0.0001727243,0.0005238673,0.000690622,0.01581602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002795393,"about_ca_system_score_gemma":0.00002730495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004052127,"about_ca_topic_score_gemma":0.0000318318,"domain_scores_codex":[0.9977574,0.0006396153,0.0002642741,0.0004647871,0.0004873227,0.0003866079],"domain_scores_gemma":[0.9983014,0.00003147105,0.0001626657,0.0005730313,0.0007530952,0.0001783358],"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":[0.000004650931,0.0001213215,2.35693e-7,0.00002302143,0.00002935214,0.000007555185,0.0006261456,1.584281e-7,0.00008848072,0.0009211804,0.988488,0.009689912],"study_design_scores_gemma":[0.0001265027,0.00005275756,0.00000456766,0.00003507327,0.00002228488,0.00001494633,0.001638679,0.000001188525,0.0000648512,0.0001288326,0.9977173,0.0001929912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001381637,0.0002489672,0.00009350289,0.00853247,0.0008856126,0.0004125635,0.9417879,0.0008254988,0.04707533],"genre_scores_gemma":[0.0004643595,0.0009497951,0.00004588914,0.000456937,0.0003457132,7.533626e-8,0.9902673,0.0004865451,0.00698334],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06084784,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613003414027448,"score_gpt":0.3021326653441662,"score_spread":0.2660026312038917,"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."}}