{"id":"W4403433532","doi":"10.1007/978-3-031-70270-9_6","title":"Idea Selection and CLBDM","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Conflict Management and Negotiation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Selection (genetic algorithm); Computer science; Artificial intelligence","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":[],"category_scores_codex":[0.0001501946,0.00007021071,0.00006716265,0.00009577925,0.000127153,0.0001160203,0.00003781031,0.000121083,0.00276095],"category_scores_gemma":[0.000006084302,0.00006809344,0.00003155145,0.00002449966,0.0000327782,0.00006701301,0.00002837732,0.00008651096,0.0004546873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000428684,"about_ca_system_score_gemma":0.00002257581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004779536,"about_ca_topic_score_gemma":0.008020316,"domain_scores_codex":[0.9995456,0.000004304904,0.00007282381,0.0001477501,0.0001544867,0.00007501311],"domain_scores_gemma":[0.9998631,0.00002152691,0.00002692908,0.00003590805,0.00002388349,0.00002860551],"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":[7.933034e-7,5.341865e-7,0.00000830049,0.000009961393,0.00001621478,6.468097e-7,0.000518724,4.89713e-8,0.000001272268,0.9736741,0.009336335,0.01643313],"study_design_scores_gemma":[0.0000175367,0.000007545596,0.00002099887,0.00001769689,0.00003720327,9.639242e-8,0.00004941439,0.00002459541,9.460524e-7,0.09781791,0.9019292,0.0000768253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002175193,0.0002949453,0.00004206252,0.001592535,0.0002955507,0.0001422315,7.382635e-7,0.0001477456,0.9974625],"genre_scores_gemma":[0.004753192,0.0009467881,0.00001776189,0.0001098038,0.0004396057,0.000001961832,0.000004789816,0.00001025869,0.9937158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8925929,"threshold_uncertainty_score":0.9981506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480105874141113,"score_gpt":0.284556408186183,"score_spread":0.2597553494447719,"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."}}