{"id":"W4313350621","doi":"10.1007/978-3-031-21398-4_15","title":"Conclusion","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Emotions and Moral Behavior","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Romance; Tying; Psychology; Emotion classification; Cognitive science; Affective science; Cognitive psychology; Psychoanalysis; Computer science","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":[0.00004730163,0.0001283043,0.000145428,0.00008856739,0.00004420447,0.000006944443,0.0000922276,0.0003130891,0.0758686],"category_scores_gemma":[0.000001342588,0.0001094165,0.00009968412,0.00001058939,0.00003437382,0.000008512778,0.00008319739,0.0001821718,0.04965487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001563782,"about_ca_system_score_gemma":0.000010363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005354066,"about_ca_topic_score_gemma":0.00003887994,"domain_scores_codex":[0.9994315,0.000004130021,0.0001383729,0.0002250059,0.00008619657,0.0001148195],"domain_scores_gemma":[0.9995488,0.00002081725,0.00004229502,0.000313257,0.00002918653,0.00004566229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001934496,0.000005316664,0.000005746141,0.000001725257,0.00001303355,0.00006677648,0.00003330705,1.224643e-8,0.000006447426,0.7970881,0.1878716,0.01490592],"study_design_scores_gemma":[0.0001381082,0.00005378072,0.0004461489,0.00002909078,0.00004384678,0.00001018729,0.00001849391,1.688159e-7,0.000002111123,0.01252683,0.9865618,0.0001693915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000422695,0.00006025379,0.00002920073,0.0002175658,0.001854796,0.0001370369,0.00003432996,0.0002652214,0.9973593],"genre_scores_gemma":[0.0004535659,0.00002760969,0.00005608909,0.0002203784,0.0001864486,0.000008349986,0.00008059858,0.00005996423,0.998907],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7986902,"threshold_uncertainty_score":0.9510851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033945850976284,"score_gpt":0.3565967322995192,"score_spread":0.2532021472018908,"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."}}