{"id":"W4361734381","doi":"10.1007/978-3-031-22863-6_8","title":"Conclusion","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"European Political History Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemistry","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":[0.002875447,0.000423456,0.0003171485,0.001208119,0.002661929,0.00640066,0.001517425,0.002656036,0.3095246],"category_scores_gemma":[0.01096171,0.0001529847,0.0005403092,0.0009201808,0.001624314,0.003489043,0.002524372,0.002484694,0.08248457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003933443,"about_ca_system_score_gemma":0.004961291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004757,"about_ca_topic_score_gemma":0.01301541,"domain_scores_codex":[0.9974564,0.0004808793,0.00005823834,0.0004819829,0.001066627,0.0004559738],"domain_scores_gemma":[0.9957446,0.0009156425,0.0001606041,0.0004270581,0.002152184,0.0005998634],"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":[0.00007466599,0.00003738471,0.001179643,0.0001743479,0.00001163842,0.0001153361,0.0008414027,0.0001124896,0.0002047807,0.3184489,0.6204947,0.05830481],"study_design_scores_gemma":[0.00001117411,0.000007602777,0.001161258,0.0002292725,0.00000788693,0.0000508009,0.001869956,0.00005508714,0.0002310498,0.0357633,0.960607,0.000005567829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00205992,0.0009701563,0.002156697,0.05471824,0.004319422,0.00006756218,0.001041447,0.0001700155,0.9344966],"genre_scores_gemma":[0.0538764,0.001196175,0.002171997,0.06090197,0.001757766,0.0001469688,0.001523957,0.0002981317,0.8781266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6904754,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06644332770612536,"score_gpt":0.2224840448411108,"score_spread":0.1560407171349855,"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."}}