{"id":"W7042989720","doi":"","title":"ReproducibiliTea Memorial University of Newfoundland","year":2022,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Government (linguistics); Exposition (narrative); Subject (documents); Context (archaeology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003042338,0.0003242907,0.000564881,0.0003633595,0.0001198501,0.00001866767,0.0009851659,0.0005077305,0.9914033],"category_scores_gemma":[0.0007515569,0.0004156838,0.0003177428,0.0002516453,0.000226661,0.00005353759,0.001073603,0.0006711059,0.722719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383407,"about_ca_system_score_gemma":0.0001511995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705125,"about_ca_topic_score_gemma":0.001103759,"domain_scores_codex":[0.9947469,0.001183002,0.0004100745,0.002946116,0.0003813317,0.000332607],"domain_scores_gemma":[0.9935456,0.0001841374,0.0006198188,0.005412155,0.00008266952,0.0001556272],"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":[0.0003214116,0.0006609364,0.005221031,0.0001339351,0.000502361,0.00005676875,0.002137552,0.00001262933,0.0001575847,0.001609774,0.9702575,0.01892854],"study_design_scores_gemma":[0.001287085,0.000002711754,0.003536636,0.00006051666,0.0001607105,0.0000329614,0.0005728547,0.000003230324,0.00003980587,0.0008517336,0.9930997,0.0003519836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001539601,0.000006621438,0.0002550953,0.0001202788,0.003178569,0.001014534,0.0001423826,0.0002858994,0.993457],"genre_scores_gemma":[0.001951914,0.0001235904,0.0003849608,0.00005473988,0.000440925,0.00002226103,0.0002265282,0.0002284836,0.9965666],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2686843,"threshold_uncertainty_score":0.9998295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167578289810841,"score_gpt":0.27267109393755,"score_spread":0.2509953110394416,"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."}}