{"id":"W6983827373","doi":"","title":"9781315436258_oachapterA1.pdf","year":2021,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Key (lock); Constructed language; English language; Plain language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004075584,0.0009031782,0.0005633013,0.002955874,0.001517252,0.008718272,0.000916407,0.001360119,0.730414],"category_scores_gemma":[0.002185455,0.0004887131,0.0004054443,0.005055986,0.0008096255,0.003536887,0.003268558,0.001838345,0.6607456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191649,"about_ca_system_score_gemma":0.001424714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003147885,"about_ca_topic_score_gemma":0.005374301,"domain_scores_codex":[0.9995684,0.00004793941,0.00002473595,0.00005373354,0.0002533176,0.0000517663],"domain_scores_gemma":[0.9991767,0.0002141473,0.00006029458,0.0001418538,0.0002668529,0.0001402455],"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":[0.00002272352,0.00003920386,0.0001198554,0.0003526915,0.000002969586,0.0000707182,0.0002216765,0.0001053849,0.0002624169,0.0158186,0.7658781,0.2171056],"study_design_scores_gemma":[0.000001263919,0.000002891093,0.0001024192,0.0001237078,5.46572e-7,0.0000251892,0.00005175487,0.00001423249,0.00005605634,0.0007312067,0.9988886,0.000002200044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001716656,0.001465733,0.000635326,0.000442003,0.0006369866,0.00004119102,0.001571862,0.0006575226,0.9943777],"genre_scores_gemma":[0.001424473,0.002537218,0.000846418,0.0002261147,0.000205898,0.00007366775,0.001453906,0.0006953619,0.992537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.269586,"threshold_uncertainty_score":0.3845316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03157368760380285,"score_gpt":0.2214630924827889,"score_spread":0.1898894048789861,"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."}}