{"id":"W6886054571","doi":"10.14288/1.0342938","title":"Your Next Step : Workplace Trends","year":2017,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Key (lock); Job market; Best practice; Workplace safety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009732636,0.0005101701,0.0004332319,0.002848099,0.004630466,0.00725139,0.001340477,0.002778539,0.2909476],"category_scores_gemma":[0.00613624,0.0002821317,0.0004350291,0.002612842,0.0007118261,0.004713083,0.00348309,0.003773041,0.1241484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004414556,"about_ca_system_score_gemma":0.01414862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1547731,"about_ca_topic_score_gemma":0.4060928,"domain_scores_codex":[0.9988363,0.00009029276,0.00005248419,0.00006245444,0.0006178033,0.0003405771],"domain_scores_gemma":[0.992291,0.0002342025,0.0001556524,0.0001573401,0.003188076,0.003973775],"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":[0.000003169228,0.00001496924,0.0005275973,0.00004736886,7.803662e-7,0.0000251056,0.0001542961,0.00000563866,0.00001244721,0.0003775011,0.972484,0.02634713],"study_design_scores_gemma":[0.000003489095,0.000004752845,0.00322193,0.0004082415,0.000001957186,0.0000476209,0.001870074,0.00001014779,0.00002459697,0.0005132463,0.9938849,0.000008999089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004805996,0.007232087,0.0003962078,0.2139107,0.02363622,0.000218411,0.01444846,0.001474567,0.7338775],"genre_scores_gemma":[0.01096515,0.007739289,0.0007559453,0.02893461,0.002871877,0.0002551464,0.007245461,0.0009599307,0.9402727],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2909476,"threshold_uncertainty_score":0.9733167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01831585899175684,"score_gpt":0.2078578125242293,"score_spread":0.1895419535324725,"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."}}