{"id":"W4255885360","doi":"10.18356/9d3cdf54-en","title":"References","year":2019,"lang":"en","type":"book-chapter","venue":"Crossing boundaries","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003260759,0.0009690856,0.0006948989,0.004050069,0.002380301,0.003733866,0.001357363,0.001485135,0.5860335],"category_scores_gemma":[0.001869528,0.0003907077,0.0005059087,0.004457647,0.0008122087,0.0035033,0.002209102,0.00205745,0.492872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00206772,"about_ca_system_score_gemma":0.001964931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01171151,"about_ca_topic_score_gemma":0.02634874,"domain_scores_codex":[0.9995608,0.0000542294,0.00001384212,0.00005892983,0.0002662517,0.00004602964],"domain_scores_gemma":[0.9994821,0.00009476758,0.00001556306,0.00005509482,0.0002891002,0.00006336913],"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":[0.000006686876,0.000015764,0.00002373758,0.00007083191,7.654132e-7,0.00002126392,0.00005929815,0.00006075237,0.00005771392,0.01609558,0.9256656,0.05792205],"study_design_scores_gemma":[9.271662e-7,0.000001296414,0.00003456587,0.00007875184,6.778133e-7,0.00001980455,0.00003813813,0.00001549727,0.00003330358,0.003189248,0.9965855,0.000002297993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007533428,0.001905911,0.0008239823,0.0007460808,0.001514671,0.0000325105,0.0004707454,0.0001821334,0.9942486],"genre_scores_gemma":[0.0004040649,0.001119401,0.0004360991,0.0003382968,0.0001676963,0.00001761233,0.0005169039,0.0001859989,0.996814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4139665,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0482645124767718,"score_gpt":0.286249903475418,"score_spread":0.2379853909986462,"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."}}