{"id":"W4396819083","doi":"10.3828/shandean.2021.32.14","title":"Reviews","year":2021,"lang":"en","type":"article","venue":"The Shandean.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007065514,0.001150943,0.0008052226,0.001935203,0.0009169718,0.003731077,0.001335856,0.002068389,0.3437687],"category_scores_gemma":[0.00254721,0.0004917216,0.0007443804,0.001719817,0.0008903883,0.002184945,0.001824933,0.002593137,0.3518066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235906,"about_ca_system_score_gemma":0.002907881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002569913,"about_ca_topic_score_gemma":0.004916444,"domain_scores_codex":[0.9992217,0.00009002694,0.00004238421,0.0001851549,0.0003707205,0.00009007623],"domain_scores_gemma":[0.9987564,0.0001778327,0.00008113267,0.000170612,0.000570402,0.0002436682],"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":[0.00003158399,0.00001845176,0.0001361254,0.0005342736,0.00001222466,0.00007880694,0.0000399266,0.00005585547,0.000624443,0.005211817,0.7917306,0.201526],"study_design_scores_gemma":[0.000001832435,0.000003645449,0.00008092702,0.0001313381,0.000002319081,0.00008354881,0.00001234573,0.000006551449,0.00005488537,0.000376674,0.9992441,0.000001820282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007127136,0.2693201,0.002314917,0.01997657,0.04567461,0.0001183169,0.00195972,0.001146481,0.6587766],"genre_scores_gemma":[0.00397859,0.1593605,0.00126805,0.008800764,0.007996495,0.00007194066,0.002142202,0.0003520953,0.8160293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6562313,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06306117816152437,"score_gpt":0.3068813757217458,"score_spread":0.2438201975602215,"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."}}