{"id":"W4230606279","doi":"10.1016/s1464-2859(18)30057-9","title":"Ballard narrows focus, cuts costs at Protonex, SOFC tech to Upstart","year":2018,"lang":"en","type":"article","venue":"Fuel Cells Bulletin","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sharpening; Focus (optics); Power (physics); Core (optical fiber); Business; Engineering; Industrial organization; Telecommunications; Mechanical engineering; Physics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007713352,0.0003257378,0.0002820777,0.0001779929,0.0004400802,0.0001767055,0.0004569316,0.0002275883,0.004682953],"category_scores_gemma":[0.0002592053,0.0003348116,0.0001006453,0.0003262562,0.000199606,0.00009219616,0.00004235097,0.0003432654,0.02206384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885406,"about_ca_system_score_gemma":0.00008494259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003712218,"about_ca_topic_score_gemma":0.0002159011,"domain_scores_codex":[0.9973878,0.0002887885,0.0003772103,0.0006690741,0.0005133841,0.0007637608],"domain_scores_gemma":[0.9982316,0.0002265369,0.0001796983,0.0007545534,0.0002637675,0.0003438707],"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":[0.0009562049,0.0003587067,0.0009315884,0.0001275667,0.00002180659,0.000006759145,0.01065745,0.000001726198,0.02428446,0.00005515965,0.9588397,0.003758924],"study_design_scores_gemma":[0.0004756928,0.0005080129,0.0005599833,0.0001355188,0.00004421853,0.00002925192,0.001345187,0.000004916235,0.1095106,0.0002074259,0.8867883,0.0003908326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2065461,0.001914204,0.0004565598,0.4910312,0.02071231,0.007694887,0.00005266516,0.001298714,0.2702933],"genre_scores_gemma":[0.9209601,0.00001722737,0.009738952,0.01202138,0.003998886,0.0003413494,0.00003738127,0.0002132563,0.0526715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7144139,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721169407584252,"score_gpt":0.2820867965444372,"score_spread":0.2648751024685947,"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."}}