{"id":"W7053078642","doi":"","title":"The Tools We Live By: A Description of Personal Support Media in Work Life ; CU-CS-981-04","year":2004,"lang":"en","type":"report","venue":"CU Scholar (University of Colorado Boulder)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Work (physics); Affect (linguistics); Quarter (Canadian coin); Working hours; Time management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006075326,0.0002866006,0.0005530216,0.0002537312,0.0002588978,0.00007826197,0.0006056887,0.0005474258,0.0001139566],"category_scores_gemma":[0.000332516,0.0003317136,0.0002251577,0.0005880996,0.0002335579,0.0003700741,0.0001213409,0.001136339,0.00006859733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005384811,"about_ca_system_score_gemma":0.001037172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002185401,"about_ca_topic_score_gemma":0.0007412268,"domain_scores_codex":[0.9982635,0.00005078464,0.0003637005,0.0003090024,0.0006669122,0.0003460921],"domain_scores_gemma":[0.9985018,0.0003044237,0.0002946529,0.0003647325,0.0003403841,0.0001939937],"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":[0.0004204265,0.00141448,0.0118188,0.002706,0.001916093,0.000519034,0.02929682,0.005751525,0.003102317,0.002800617,0.8846877,0.0555662],"study_design_scores_gemma":[0.002070994,0.0001733263,0.06316051,0.001508437,0.0005819997,0.00002985077,0.01789314,0.00110092,0.0002343799,0.0008497685,0.911199,0.001197689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851037,0.004563445,0.0005369792,0.001360687,0.0007761105,0.0007454492,0.001085373,0.0001217439,0.005706487],"genre_scores_gemma":[0.9643275,0.03306181,0.0009779468,0.00002015564,0.0001539811,0.000008813826,0.0005403833,0.00006087081,0.0008485403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05436851,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348178084128969,"score_gpt":0.219673462269667,"score_spread":0.1848556538567701,"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."}}