{"id":"W6925421860","doi":"10.17910/b7.1034","title":"ManyBabies4_Videos - Pilot Videos","year":2019,"lang":"en","type":"dataset","venue":"","topic":"Scarabaeidae Beetle Taxonomy and Biogeography","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba","funders":"","keywords":"Data collection; Field (mathematics); Focus (optics); Exposition (narrative)","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":["insufficient_payload"],"category_scores_codex":[0.0002400886,0.0004123438,0.0004336017,0.0003265665,0.0001181855,0.0001499781,0.000814223,0.0002797174,0.08164591],"category_scores_gemma":[0.00002489351,0.0003059322,0.0002194811,0.000339698,0.0001081439,0.0001813181,0.0000335685,0.0004246739,0.03414086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002955899,"about_ca_system_score_gemma":0.00008544965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01169569,"about_ca_topic_score_gemma":0.009768876,"domain_scores_codex":[0.9980546,0.00008140277,0.0003420043,0.000599223,0.0004207006,0.0005021131],"domain_scores_gemma":[0.9986076,0.0002080371,0.0001610594,0.0008049048,0.00003435458,0.0001840869],"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":[0.00004182945,0.00002239422,0.00868082,0.0000644697,0.0000581497,0.00002013153,5.488371e-7,0.00001311812,1.780163e-7,0.000001990526,0.9881197,0.002976625],"study_design_scores_gemma":[0.0002014827,0.0004274402,0.02538904,0.00003075373,0.00006157381,0.00001712527,0.00001050629,0.00001735323,0.000004244162,0.00004135583,0.9733202,0.0004789132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001257096,0.0006802321,0.000002771676,0.00008076039,0.001287148,0.000435637,0.9782881,0.00006278039,0.01903687],"genre_scores_gemma":[0.0006690026,0.0004393079,0.0001408632,0.001349142,0.0003790795,0.000003178744,0.9961196,0.000003860845,0.0008959576],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04750505,"threshold_uncertainty_score":0.9999393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03398106861158432,"score_gpt":0.2184038106931724,"score_spread":0.1844227420815881,"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."}}