{"id":"W7064701843","doi":"","title":"Canadian Engineers Make 'Revolutionary' Hydrogen Breakthrough","year":2023,"lang":"en","type":"other","venue":"","topic":"Electromagnetic Compatibility and Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Hydrogen; Scope (computer science); Work (physics); Government (linguistics)","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":[0.00006237801,0.0002423476,0.0002072582,0.0002844752,0.00002305313,0.00000669556,0.0001721152,0.0002335944,0.005053004],"category_scores_gemma":[0.000009998706,0.0002715307,0.00006833923,0.0002211062,0.00001411485,0.00001323969,0.00001025243,0.0001755841,0.001407947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004810687,"about_ca_system_score_gemma":0.0001199598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2057908,"about_ca_topic_score_gemma":0.8936072,"domain_scores_codex":[0.9990109,0.000008421674,0.0001433128,0.0002086144,0.0001861162,0.0004426725],"domain_scores_gemma":[0.999419,0.00001081335,0.0000119279,0.0003332957,0.00001186529,0.0002131278],"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":[2.610281e-7,0.000004807185,0.00004860856,0.00007114668,0.0001247654,0.00001187186,0.00002293354,0.0008622113,0.00004436553,0.0001464711,0.9955851,0.003077483],"study_design_scores_gemma":[0.0001226282,0.00001724269,0.0002336222,0.00007664374,0.00002770885,0.000005132731,0.000006321536,0.002300279,0.00005607829,0.00007438929,0.9967337,0.0003462377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001208142,0.002101773,0.0001310322,0.00007916991,0.0007069153,0.0002878239,0.00009097435,0.00344684,0.9930347],"genre_scores_gemma":[0.008431781,0.0005264422,0.0004227234,0.00005808583,0.0002905005,0.00004458,0.00007862115,0.00141961,0.9887276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6878164,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008892096585673144,"score_gpt":0.1861039412951808,"score_spread":0.1772118447095076,"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."}}