{"id":"W7058223657","doi":"","title":"Membrane Science and Technology for Hydrogen Applications / D. Bessarabov","year":2021,"lang":"en","type":"other","venue":"Boloka Institutional Repository (North-west University)","topic":"Magnetic Field Sensors Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Membrane technology; Hydrogen; Hydrogen production; Production (economics)","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":[0.0000378607,0.0002302252,0.0002394965,0.0009703764,0.0003791213,0.00003171835,0.0004380317,0.0003432155,0.00005511438],"category_scores_gemma":[0.0000320053,0.0002903289,0.00004832412,0.0009868749,0.0009904265,0.00007597421,0.0001308761,0.000228198,0.000004899482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002262022,"about_ca_system_score_gemma":0.000513568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000674392,"about_ca_topic_score_gemma":0.0003035775,"domain_scores_codex":[0.9988967,0.000009481569,0.0001488919,0.0004555928,0.0002408669,0.0002485235],"domain_scores_gemma":[0.9991896,0.00002816473,0.00006672301,0.0004101893,0.0001963496,0.0001089873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007969883,0.0006426277,0.007177982,0.005481023,0.001231729,0.002463639,0.0002565242,0.003518287,0.1624456,0.6816505,0.1168862,0.01816615],"study_design_scores_gemma":[0.0001737871,0.0000268569,0.0002628173,0.00008012821,0.00006052617,0.0001109004,0.00001877776,0.0002318722,0.005905094,0.00003031097,0.9927844,0.0003145265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0102811,0.001697458,0.006153901,0.0001163037,0.0004169358,0.001333991,0.0001665167,0.001793956,0.9780399],"genre_scores_gemma":[0.1848316,0.002189803,0.02708811,0.00008247767,0.0009407799,0.0002142766,0.0003876212,0.000440949,0.7838243],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8758982,"threshold_uncertainty_score":0.9999549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005821728573417644,"score_gpt":0.180988267348767,"score_spread":0.1751665387753493,"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."}}