{"id":"W2027581966","doi":"10.1145/2685553.2699020","title":"tApp","year":2015,"lang":"en","type":"article","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Analytics; Human–computer interaction; Work (physics); Software engineering; Artificial intelligence; Data science; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001243801,0.001325255,0.0006493952,0.001739198,0.0009439636,0.002675314,0.001961353,0.0009128137,0.1021796],"category_scores_gemma":[0.005758933,0.0004842902,0.0005954956,0.00140623,0.0003392579,0.003995118,0.00468182,0.001407671,0.09148303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005436002,"about_ca_system_score_gemma":0.0009953864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00191096,"about_ca_topic_score_gemma":0.002126836,"domain_scores_codex":[0.9988121,0.0001980256,0.00007088191,0.0003317028,0.0004717048,0.0001155597],"domain_scores_gemma":[0.9978963,0.0005885303,0.0001060979,0.0006306013,0.0005490167,0.0002294075],"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":[0.0008581455,0.0001988614,0.002923319,0.0008680537,0.0000466536,0.0004560663,0.000948198,0.0009932055,0.00767355,0.01137332,0.6232925,0.3503681],"study_design_scores_gemma":[0.0001297965,0.000257659,0.004861766,0.0002227402,0.00004562848,0.0008927912,0.0007300369,0.02163529,0.009072789,0.01675115,0.9452901,0.0001102356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.01826458,0.0009362012,0.3294149,0.002096453,0.001353862,0.001774688,0.06818999,0.4156917,0.1622778],"genre_scores_gemma":[0.2221716,0.001437236,0.344645,0.004370861,0.0008487604,0.003961349,0.1939566,0.03482234,0.1937863],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8978204,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06515589327611235,"score_gpt":0.3351564185503796,"score_spread":0.2700005252742673,"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."}}