{"id":"W7031687585","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Relation (database); Politics; Personal identity; Space (punctuation); Representation (politics); Self; The arts","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001050818,0.000792201,0.001660222,0.0005604961,0.0004263924,0.00802831,0.006303751,0.0002601397,0.4740437],"category_scores_gemma":[0.000259598,0.0007492969,0.0002098517,0.0004661308,0.000481746,0.002730065,0.003793872,0.0002496548,0.0009480398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737861,"about_ca_system_score_gemma":0.000883712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03045843,"about_ca_topic_score_gemma":0.008903055,"domain_scores_codex":[0.9949153,0.000843534,0.001281748,0.001432123,0.0009075488,0.0006197285],"domain_scores_gemma":[0.9959203,0.0001256257,0.00191111,0.001361515,0.0004294677,0.0002519835],"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":[0.0008552616,0.0006349788,0.002136462,0.002308639,0.0004592734,0.00004478864,0.0004317349,0.00002180116,0.8101699,0.01850424,0.1108524,0.05358053],"study_design_scores_gemma":[0.000713949,0.0000495661,0.001337964,0.0008195103,0.00005766032,0.000008543531,0.00004292473,0.000004286396,0.214647,0.0002655466,0.7812771,0.0007760059],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01187026,0.0005666559,0.0001670083,0.0002090288,0.004605601,0.002184171,0.00001680627,0.0004256112,0.9799548],"genre_scores_gemma":[0.01996375,0.0004509801,0.001511581,0.0007443766,0.0006692563,0.0005977814,0.0007779204,0.0007820156,0.9745023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6704246,"threshold_uncertainty_score":0.9998298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203489068096242,"score_gpt":0.4084622009606012,"score_spread":0.288113294150977,"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."}}