{"id":"W2766729121","doi":"10.3897/rio.3.e21702","title":"Case Study: HarassMap","year":2017,"lang":"en","type":"article","venue":"Research Ideas and Outcomes","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Computer science; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002362949,0.0009111732,0.0005125597,0.001796644,0.01321334,0.002831442,0.002929455,0.005117894,0.01470508],"category_scores_gemma":[0.007627935,0.0003640713,0.0005878827,0.002439857,0.003477796,0.002916579,0.004365253,0.003861918,0.00216637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002845221,"about_ca_system_score_gemma":0.002926534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01550491,"about_ca_topic_score_gemma":0.02524105,"domain_scores_codex":[0.9964032,0.001736238,0.0001386396,0.0003094637,0.0006415216,0.0007709499],"domain_scores_gemma":[0.9968304,0.001132047,0.0002446217,0.0003395941,0.0004967519,0.0009565842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003400926,0.001427435,0.03867292,0.001320216,0.00009863055,0.261253,0.4387613,0.003574575,0.00299838,0.05631956,0.07824213,0.1169919],"study_design_scores_gemma":[0.00003282934,0.0003993501,0.02070613,0.0006918858,0.00004395389,0.08354001,0.5328392,0.00383392,0.002846984,0.01244086,0.3424981,0.0001267605],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8165945,0.001766711,0.0224993,0.02680075,0.0008881838,0.001106911,0.0011466,0.0005652924,0.1286317],"genre_scores_gemma":[0.9430612,0.00141925,0.01420993,0.002652264,0.0001428301,0.0005072075,0.0004079881,0.0001516864,0.03744769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01550491,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4108701134691561,"score_gpt":0.6066070975917276,"score_spread":0.1957369841225715,"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."}}