{"id":"W7041052023","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","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":[],"category_scores_codex":[0.000658144,0.0004406384,0.0003176335,0.0006524412,0.002874396,0.007197838,0.0007439499,0.001496366,0.05383745],"category_scores_gemma":[0.001540974,0.0002158335,0.0002381036,0.0008071774,0.006008873,0.004625356,0.002766821,0.001942294,0.02597726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002335072,"about_ca_system_score_gemma":0.002665941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005262188,"about_ca_topic_score_gemma":0.008777097,"domain_scores_codex":[0.9991903,0.0002268089,0.00004221817,0.0001472359,0.0002896794,0.0001037861],"domain_scores_gemma":[0.9995533,0.0001541857,0.00003535269,0.00006623966,0.0001144194,0.00007650315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008685421,0.00001341849,0.0002641533,0.0001112556,0.000003218154,0.0001172726,0.005284909,0.0000875752,0.0003318695,0.7394348,0.1754503,0.07889254],"study_design_scores_gemma":[0.000001021141,0.000005140356,0.0002445147,0.0001382582,0.00000103343,0.00007034544,0.0009757519,0.00003368748,0.00009806004,0.03271788,0.9657109,0.000003299945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001077503,0.004927277,0.002420649,0.006323399,0.0006278522,0.0000261467,0.0001137594,0.00008372373,0.9843998],"genre_scores_gemma":[0.0467892,0.006640219,0.003018424,0.004236249,0.0006377136,0.00006228099,0.0001971182,0.0001723304,0.9382464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9461625,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04422185979742693,"score_gpt":0.3459279997628181,"score_spread":0.3017061399653911,"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."}}