{"id":"W6925312442","doi":"10.17605/osf.io/tzug3","title":"ManyBabies 1: START HERE","year":2017,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Focus (optics); Work (physics); Set (abstract data type)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002390583,0.001125553,0.0008700544,0.002217466,0.002220587,0.006223306,0.002135407,0.002526703,0.6717092],"category_scores_gemma":[0.01722815,0.0008667971,0.001039527,0.001986737,0.0005720916,0.007971741,0.00584598,0.003387091,0.5521764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330973,"about_ca_system_score_gemma":0.003180543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0143485,"about_ca_topic_score_gemma":0.03376029,"domain_scores_codex":[0.9990051,0.0001781498,0.00003817673,0.0001435407,0.0003999508,0.0002351129],"domain_scores_gemma":[0.9923576,0.001553184,0.0002481259,0.000971028,0.00268936,0.002180692],"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":[0.00003348832,0.00001028722,0.0001262268,0.00006611152,0.000002378421,0.000008090081,0.0000345956,0.00003912341,0.00004739788,0.001332484,0.9891803,0.009119579],"study_design_scores_gemma":[0.000024958,0.000008334799,0.0003699137,0.0000573724,0.000003178554,0.00001086146,0.00005650307,0.0001156594,0.000116961,0.003350791,0.9958678,0.00001769109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001759454,0.001355292,0.02869423,0.01860989,0.01277133,0.0009032945,0.2485399,0.125935,0.5614317],"genre_scores_gemma":[0.0133608,0.001242703,0.03289349,0.007466502,0.002668509,0.001334362,0.1562686,0.1118284,0.6729367],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6717092,"threshold_uncertainty_score":0.4682669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382280970785801,"score_gpt":0.3032608824235986,"score_spread":0.2650327853450185,"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."}}