{"id":"W4319953071","doi":"10.17760/d20467224","title":"Artificial intelligence tools to promote social good in gig markets","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Mobile Crowdsensing and Crowdsourcing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Crowdsourcing; Reputation; Audit; Plug-in; Computer science; Artificial intelligence; World Wide Web; Economics; Management","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":[0.006122143,0.0006300939,0.0003268338,0.001990565,0.001875046,0.006852034,0.001712497,0.001642817,0.01540804],"category_scores_gemma":[0.01899344,0.0004189386,0.0005238815,0.001021486,0.002881558,0.008032443,0.005457491,0.001842249,0.003143709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001647793,"about_ca_system_score_gemma":0.001697815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076779,"about_ca_topic_score_gemma":0.001702616,"domain_scores_codex":[0.9963745,0.002049661,0.0001178303,0.0003219552,0.0008978511,0.00023811],"domain_scores_gemma":[0.9911293,0.005257533,0.0009365766,0.001139994,0.0007588239,0.0007778037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00016545,0.0006314271,0.004590716,0.0004553675,0.00005509114,0.0003536945,0.004279517,0.01417858,0.004762345,0.5760865,0.0597177,0.3347237],"study_design_scores_gemma":[0.0001466531,0.0002625489,0.003038072,0.0003633841,0.00004444428,0.0002604194,0.002820076,0.09757717,0.004699984,0.4957595,0.3949369,0.0000908728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07634879,0.0018378,0.6150639,0.0275939,0.001020944,0.001062073,0.00043115,0.01217893,0.2644626],"genre_scores_gemma":[0.590974,0.001204131,0.3675568,0.002533558,0.0003320767,0.000845672,0.0003674751,0.0006916182,0.03549458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01540804,"threshold_uncertainty_score":0.05154502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03042005530853875,"score_gpt":0.2955165146230176,"score_spread":0.2650964593144788,"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."}}