{"id":"W4239297612","doi":"10.1007/978-1-4614-6170-8_100338","title":"Human-Based Services (HBS)","year":2014,"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":[0.0002242518,0.0001282425,0.0001584036,0.00006511775,0.0002915674,0.0001688068,0.0002140813,0.0002451098,0.00482521],"category_scores_gemma":[0.000001330166,0.000125769,0.0001085201,0.00001227265,0.000115415,0.0001930689,0.000006931921,0.00009739428,0.001665127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004472319,"about_ca_system_score_gemma":0.00006891402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002964122,"about_ca_topic_score_gemma":0.005678033,"domain_scores_codex":[0.9993257,0.00000930617,0.000190693,0.0001442233,0.0001803304,0.0001497788],"domain_scores_gemma":[0.9996288,0.00003188159,0.00009232065,0.0001235218,0.0000452752,0.00007818762],"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":[9.772948e-7,0.000002759563,0.000005306977,0.00003231428,0.000008101983,3.160688e-7,0.0002625216,0.000004696635,7.847147e-8,0.9807938,0.001111739,0.01777744],"study_design_scores_gemma":[0.00007309575,0.00001471572,0.000004950747,0.00007122301,0.00001110801,3.052027e-8,0.00006031506,0.00001057839,0.000003640833,0.04878153,0.9508021,0.0001666862],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000264188,0.00002393253,0.0003016425,0.000581053,0.0001415308,0.0001575897,0.000007369754,0.0001414375,0.998619],"genre_scores_gemma":[0.08995546,0.00001204557,0.00004150733,0.001198438,0.0002721655,0.000004130014,0.00006653683,0.00001418371,0.9084355],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9496904,"threshold_uncertainty_score":0.9991122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743843911360368,"score_gpt":0.2535250862796209,"score_spread":0.2360866471660172,"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."}}