{"id":"W4246868085","doi":"10.1007/978-1-4939-7131-2_100477","title":"Human-Based Services (HBS)","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0001884992,0.0001265718,0.0001373947,0.00006631388,0.0003336819,0.0001803579,0.0002217544,0.0002499641,0.0210741],"category_scores_gemma":[0.000001144644,0.0001237096,0.00009926679,0.00001526869,0.0002052366,0.0003437116,0.000008420778,0.000080372,0.003433696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000524822,"about_ca_system_score_gemma":0.00009583971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002473088,"about_ca_topic_score_gemma":0.007506606,"domain_scores_codex":[0.9993215,0.000006878049,0.0001843439,0.00015088,0.0001812792,0.0001550792],"domain_scores_gemma":[0.9996247,0.00002060438,0.00008716418,0.0001237807,0.00006815782,0.00007563243],"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":[0.000001902405,0.00000595579,0.000005541845,0.00003123907,0.00001369448,6.483603e-7,0.0009920656,8.524971e-7,1.212001e-7,0.9878021,0.00419339,0.006952462],"study_design_scores_gemma":[0.00006454823,0.00002150883,0.00000396477,0.00007403103,0.00001096548,3.494662e-8,0.0001625477,0.000004249724,0.000007023022,0.07652186,0.9229692,0.0001600823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009281759,0.00002564159,0.00005282172,0.0003836147,0.0001767617,0.0001692567,0.00001285732,0.0001405779,0.9989457],"genre_scores_gemma":[0.03145614,0.0000138405,0.00005785222,0.0009234444,0.0004410897,0.000003924082,0.00006656306,0.00001458561,0.9670225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9187758,"threshold_uncertainty_score":0.9973422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181682261762133,"score_gpt":0.2663275070664787,"score_spread":0.2445106844488574,"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."}}