{"id":"W4245911166","doi":"10.1007/978-1-4939-7131-2_100978","title":"Relationship Extraction","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Extraction (chemistry); Chemistry; Chromatography","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":[0.0001058606,0.0001170046,0.00008585984,0.00008244628,0.0001211883,0.0001344369,0.0005183412,0.0001442563,0.0008466796],"category_scores_gemma":[0.00001096314,0.0001103597,0.00004588398,0.00003221942,0.00003577221,0.0002931256,0.0001315753,0.000165736,0.005291026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002849701,"about_ca_system_score_gemma":0.00004383516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004563241,"about_ca_topic_score_gemma":0.000005231016,"domain_scores_codex":[0.9992579,0.000003168051,0.0001581943,0.0003378944,0.0001529119,0.00008996507],"domain_scores_gemma":[0.9989386,0.00007503643,0.0001018505,0.000763844,0.00006899906,0.00005166568],"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":[1.024263e-7,0.000002985004,0.000001404067,0.000001508527,0.000003163621,8.515656e-7,0.00001925466,1.198493e-7,0.000001035832,0.8959964,0.07178712,0.03218604],"study_design_scores_gemma":[0.00002453407,0.00001522679,0.00008974391,0.00001254528,0.000005979092,0.00001319865,9.799614e-7,0.002873976,0.000008708712,0.1774134,0.8194047,0.0001370049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[4.512083e-7,0.00002027456,0.43318,0.0002708606,0.0001411843,0.00004813429,0.000006802399,0.00015266,0.5661796],"genre_scores_gemma":[0.0001068857,0.000008647303,0.1977993,0.0001034966,0.0002311094,0.000007498959,0.00004335061,0.00001102982,0.8016887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7476176,"threshold_uncertainty_score":0.9954835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05193771426233489,"score_gpt":0.2875365855305761,"score_spread":0.2355988712682412,"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."}}