{"id":"W4240573210","doi":"10.1016/s1464-2859(19)30130-0","title":"Hydrogenics green hydrogen production for NZ","year":2019,"lang":"en","type":"article","venue":"Fuel Cells Bulletin","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joint venture; Production (economics); Corporation; Engineering; Business; Commerce; Finance; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002617047,0.0002376977,0.0002876722,0.00009516599,0.00006359367,0.00001479894,0.0003213052,0.0001537871,0.001203403],"category_scores_gemma":[0.00004228084,0.0002429993,0.0001959823,0.0001755203,0.0000404245,0.00006129656,0.00008823656,0.0001459847,0.003508575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008399867,"about_ca_system_score_gemma":0.00002076754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003055428,"about_ca_topic_score_gemma":0.00005191016,"domain_scores_codex":[0.9984351,0.00004403508,0.0003274036,0.0005857695,0.0002205553,0.0003871493],"domain_scores_gemma":[0.998813,0.00006483257,0.0001603722,0.0007819629,0.0000998657,0.0000800187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002740742,0.0002629244,0.0001669437,0.00047878,0.0001664357,0.000006077778,0.0003995383,0.005595779,0.9513354,0.002685226,0.03064924,0.007979546],"study_design_scores_gemma":[0.0001797413,0.00005907854,0.000002756052,0.000009653231,0.00002187427,0.000003677931,0.00001438105,0.0001420345,0.4756169,0.002714362,0.52106,0.0001754848],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8957044,0.001431017,0.002151773,0.003465757,0.001530824,0.006337813,0.00007920538,0.002329603,0.08696955],"genre_scores_gemma":[0.9129969,0.0001176839,0.01695957,0.0005959066,0.000589538,0.0006221559,0.0002053473,0.0001841401,0.06772871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4904108,"threshold_uncertainty_score":0.9997096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009319093629762376,"score_gpt":0.2308733127074202,"score_spread":0.2215542190776578,"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."}}