{"id":"W2082916522","doi":"10.1145/2598784.2602774","title":"Sfuture","year":2014,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Office of Public Affairs; Simon Fraser University","keywords":"Reflection (computer programming); Action (physics); Computer science; Work (physics); Sociology; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002144613,0.0006539754,0.0003131922,0.002225923,0.003391657,0.005141199,0.001249287,0.002236692,0.3377382],"category_scores_gemma":[0.006117792,0.0002950491,0.0005307726,0.001520219,0.001219879,0.003190286,0.00384925,0.001439363,0.1297325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950703,"about_ca_system_score_gemma":0.002463491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003058109,"about_ca_topic_score_gemma":0.006278411,"domain_scores_codex":[0.998318,0.0004059372,0.00007660341,0.0002329594,0.0007099839,0.0002565588],"domain_scores_gemma":[0.9976974,0.0005336688,0.0001092663,0.0004667797,0.0006387842,0.0005540482],"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":[0.0001948621,0.0001130041,0.001080254,0.0003554503,0.000007642302,0.0004129408,0.00250207,0.0003772615,0.001540583,0.1132641,0.5325715,0.3475804],"study_design_scores_gemma":[0.000005514228,0.00002048026,0.0001802128,0.00003623716,0.000001390855,0.0001414326,0.0001426183,0.00007496393,0.0002243745,0.001795941,0.9973716,0.000005190913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005416586,0.001065256,0.01706923,0.004876878,0.002658282,0.000239056,0.002725756,0.005496244,0.9604527],"genre_scores_gemma":[0.06113412,0.001679651,0.02508014,0.002690561,0.0008074567,0.0003918473,0.007603018,0.001948551,0.8986647],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6622618,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005521489916325245,"score_gpt":0.2237871073398361,"score_spread":0.2182656174235109,"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."}}