{"id":"W6925160965","doi":"10.17605/osf.io/7eq3v","title":"Preregistration","year":2019,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Work (physics); Identification (biology); Set (abstract data type); Government (linguistics)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001251303,0.00007163294,0.0001014515,0.00005374724,0.0002509982,0.000656924,0.002372006,0.00008270112,0.002113336],"category_scores_gemma":[0.00113712,0.00006049146,0.00002468144,0.001131578,0.0003467769,0.000905472,0.0006469836,0.0001990007,0.001135828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293288,"about_ca_system_score_gemma":0.0004597567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470075,"about_ca_topic_score_gemma":0.00008807197,"domain_scores_codex":[0.9984626,0.00004672259,0.0001204012,0.0004429483,0.0005226384,0.0004047097],"domain_scores_gemma":[0.9986188,0.00008414441,0.00003112682,0.0009439276,0.0001915059,0.0001304293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000216129,0.00003014161,0.00424887,0.000004963328,0.000001614986,0.000001867049,0.000157202,0.002305292,0.000549842,0.9638261,0.00009715105,0.02875536],"study_design_scores_gemma":[0.0002345455,0.0001673905,0.01490923,0.00004831536,0.000002142969,0.000005294535,0.001077135,0.002693949,0.004519957,0.7863513,0.1897302,0.0002606058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4902687,0.00001053858,0.000302142,0.001119341,0.0002439977,0.0002766212,4.612652e-7,0.00002506633,0.5077531],"genre_scores_gemma":[0.9832081,0.000002146649,0.003638245,0.0003076448,0.00003535985,0.00001923761,0.000001424125,0.000004816634,0.012783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4949701,"threshold_uncertainty_score":0.9996419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180341327153878,"score_gpt":0.3506234217901134,"score_spread":0.3288200085185746,"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."}}