{"id":"W2909441936","doi":"","title":"An Artificial Intelligence Approach to Identifying Skill Relationship","year":2017,"lang":"en","type":"article","venue":"","topic":"AI and HR Technologies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas College","funders":"","keywords":"Computer science; Artificial intelligence; Artificial Intelligence System; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.001166745,0.0004484584,0.0003800651,0.005109001,0.0009720779,0.002541584,0.001094255,0.0009780881,0.006447665],"category_scores_gemma":[0.00862477,0.0002280466,0.0005866124,0.003219641,0.001467401,0.002411995,0.001041411,0.001020187,0.0006491975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106427,"about_ca_system_score_gemma":0.001671355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008531854,"about_ca_topic_score_gemma":0.008962664,"domain_scores_codex":[0.9990487,0.0004172298,0.00006236225,0.0001963922,0.0002216154,0.00005363312],"domain_scores_gemma":[0.9958718,0.00325751,0.0002100976,0.0002015972,0.0003550956,0.0001038547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001873781,0.0007704484,0.05417221,0.0003253578,0.0002162595,0.00069372,0.001950742,0.01906633,0.003526837,0.4372995,0.006027498,0.4757638],"study_design_scores_gemma":[0.00004274278,0.0001572783,0.02907599,0.0001480418,0.0001532844,0.0005627374,0.00208078,0.2804407,0.001931005,0.6680905,0.01725861,0.0000583213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1013951,0.001693507,0.785817,0.005211996,0.0001431182,0.0003469188,0.0006576653,0.0004403686,0.1042942],"genre_scores_gemma":[0.7282183,0.0007284255,0.2596987,0.0005741398,0.0000841099,0.0001611581,0.0003734829,0.00002227566,0.01013944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008531854,"threshold_uncertainty_score":0.02156961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1645218070922771,"score_gpt":0.3333335762657386,"score_spread":0.1688117691734616,"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."}}