{"id":"W7028346054","doi":"","title":"ePub [download] Writing for the IELTS (2016) by Lin Lougheed epub Download","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biographical and Historical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Download; Plot (graphics); Canadian literature; English 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000507589,0.0003258277,0.0003499766,0.0004316838,0.002329952,0.001984609,0.001171882,0.0001924793,0.1534935],"category_scores_gemma":[0.0001892554,0.0002349154,0.0003315512,0.0003604266,0.0005636431,0.00009204954,0.000623911,0.0005776674,0.03411596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008911812,"about_ca_system_score_gemma":0.000004556399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004034934,"about_ca_topic_score_gemma":0.00002674576,"domain_scores_codex":[0.9978247,0.0001581255,0.0003977845,0.0006624903,0.0004433277,0.0005136015],"domain_scores_gemma":[0.9986764,0.00007175666,0.0001921142,0.0005223184,0.0003521914,0.0001852593],"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":[0.00002332069,0.00008912139,7.538967e-8,0.0001789536,0.0002876867,0.00000410886,0.00110476,3.523214e-7,0.00003758052,0.01507898,0.9435757,0.03961933],"study_design_scores_gemma":[0.0002473158,0.0001368306,6.501992e-7,0.0001180837,0.0002088614,0.000005144441,0.0004739294,0.0000375106,0.000006033876,0.0004200775,0.9980132,0.000332351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004708357,0.00774818,0.0004801109,0.003714325,0.0005518565,0.0007070664,0.007204506,0.001473442,0.9781158],"genre_scores_gemma":[0.002236924,0.001548154,0.00004250972,0.0006181389,0.002369586,8.710188e-7,0.006462048,0.004158226,0.9825636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1193775,"threshold_uncertainty_score":0.9990515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03098902729574626,"score_gpt":0.2188094989405959,"score_spread":0.1878204716448496,"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."}}