{"id":"W4386501025","doi":"10.1108/cfw-07-2022-0027","title":"Project rescue: ventilators and data made for a pandemic world","year":2023,"lang":"en","type":"article","venue":"The Case For Women","topic":"IoT Networks and Protocols","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Public relations; Poverty; Disadvantaged; Passion; Supply chain; Business; Dilemma; Best practice; Sustainability; Equity (law); Marketing; Political science; Management; Economic growth; Economics; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005898564,0.00007834571,0.00009789832,0.000050345,0.00009971388,0.00003657776,0.0001614644,0.00002813176,0.000006296031],"category_scores_gemma":[0.00001685398,0.0000565479,0.00001950488,0.0001945047,0.00001659824,0.00005804608,0.00008396911,0.00006409107,0.00000504176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002672738,"about_ca_system_score_gemma":0.00001080254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005593303,"about_ca_topic_score_gemma":0.00004740637,"domain_scores_codex":[0.9994512,0.000009014234,0.00009985911,0.0001274557,0.00003230236,0.0002801656],"domain_scores_gemma":[0.999459,0.0001455124,0.00001150136,0.0003464005,0.000006935734,0.00003070017],"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":[0.0006647488,0.00002565996,0.0004789938,0.002630612,0.00044071,0.000251408,0.006145817,0.005524361,0.0008755666,0.002030153,0.8454105,0.1355215],"study_design_scores_gemma":[0.000756436,0.00007514943,0.00007235391,0.00004597691,0.00002110273,0.0001112377,0.0003572861,0.2249363,0.0001051359,0.003654959,0.7696913,0.0001727558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706292,0.000394875,0.001073257,0.0002150135,0.0005458498,0.02458651,0.0009531523,0.0008975644,0.0007045685],"genre_scores_gemma":[0.9539541,0.00006300825,0.0004363193,0.00007604042,0.0008499257,0.03304544,0.0001905502,0.0001119631,0.01127267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.219412,"threshold_uncertainty_score":0.2305956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08271563711509496,"score_gpt":0.3397958362119818,"score_spread":0.2570801990968869,"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."}}