{"id":"W4236364004","doi":"10.1007/978-3-030-15948-1_9","title":"Conclusion","year":2019,"lang":"en","type":"book-chapter","venue":"˜The œfrontiers collection","topic":"Humanities and Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Phenomenon; Computer science; Epistemology; Philosophy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007765937,0.0001810373,0.0002545817,0.0001138164,0.003769997,0.0002288697,0.0004241742,0.0004006814,0.001388779],"category_scores_gemma":[0.00001934612,0.0001466354,0.0001969644,0.0001276537,0.0007525135,0.0001392727,0.00007395801,0.0003198408,0.0002525009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007321832,"about_ca_system_score_gemma":0.000790712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00322016,"about_ca_topic_score_gemma":0.02952427,"domain_scores_codex":[0.9983132,0.0001051477,0.0002073276,0.000294521,0.0007573583,0.0003224116],"domain_scores_gemma":[0.999293,0.00007219268,0.0002198848,0.0001903851,0.0001395416,0.00008494745],"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":[0.0000174846,0.000006226416,0.00003358879,0.000006015784,0.00004260936,0.000001829191,0.01830476,0.000003834109,0.000001586287,0.3078675,0.6653736,0.00834099],"study_design_scores_gemma":[0.0000842641,0.00004901294,0.00001902331,0.00001987531,0.00003617822,4.213948e-7,0.005620423,0.00004398656,3.353981e-7,0.03682114,0.9571077,0.0001976229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004234177,0.0006183988,0.0002975248,0.001153319,0.007020447,0.0006402866,0.00000711238,0.00009317472,0.9901274],"genre_scores_gemma":[0.007379602,0.0009372561,0.00003383825,0.0003217237,0.001165496,0.000008791334,0.000007067434,0.00002334397,0.9901229],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2917341,"threshold_uncertainty_score":0.9995241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939595504943737,"score_gpt":0.2517546655730392,"score_spread":0.2323587105236019,"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."}}