{"id":"W4293589073","doi":"10.21468/scipost.report.5109","title":"Report on scipost_202112_00030v2","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Graphene research and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut quantique; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008743427,0.000498391,0.0004705444,0.001370151,0.001583866,0.004179623,0.001235923,0.001949347,0.8943944],"category_scores_gemma":[0.004172784,0.0002305691,0.0003688385,0.001387434,0.0005481772,0.001656701,0.002637273,0.001436801,0.7832977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008892204,"about_ca_system_score_gemma":0.001620039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110883,"about_ca_topic_score_gemma":0.003162049,"domain_scores_codex":[0.9993244,0.00006118717,0.00001859349,0.00008204725,0.0004071327,0.0001065818],"domain_scores_gemma":[0.9974875,0.0002544291,0.00009265014,0.0004045333,0.0006949483,0.001065893],"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":[0.0000508575,0.00004817084,0.0001446632,0.00006794486,0.000003986153,0.00008305113,0.00001497282,0.0001081787,0.0004150415,0.003046162,0.9482821,0.04773485],"study_design_scores_gemma":[0.00001095672,0.00002004046,0.0003160231,0.0000326405,0.000001433431,0.00002570729,0.00001887725,0.0002274964,0.0004709443,0.001037443,0.997833,0.000005420941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001678346,0.0005122633,0.00175245,0.009949704,0.01018818,0.0002686759,0.01693215,0.003443301,0.955275],"genre_scores_gemma":[0.004537705,0.0002483918,0.0004878191,0.0007114626,0.001103507,0.00007127921,0.004827461,0.0006496771,0.9873629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8943944,"threshold_uncertainty_score":0.1506335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06105780851139388,"score_gpt":0.3846974955491514,"score_spread":0.3236396870377576,"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."}}