{"id":"W3202946036","doi":"10.3968/12287","title":"On Writing the Abstract in Scientific and Technological Papers","year":2021,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Quality (philosophy); Generalization; Scientific writing; Computer science; Linguistics; Mathematics education; Psychology; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004968367,0.00006278032,0.00005686107,0.00003327984,0.000671496,0.0006807804,0.0008005243,0.00007545549,0.00001052675],"category_scores_gemma":[0.0002596501,0.00004107265,0.00001919596,0.0003825641,0.0006917969,0.0003509868,0.0003803134,0.0003448461,0.00001212884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004442994,"about_ca_system_score_gemma":0.00003929124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003826683,"about_ca_topic_score_gemma":0.00002044654,"domain_scores_codex":[0.9993525,0.00005473473,0.0001442615,0.0002164257,0.0001129091,0.0001191337],"domain_scores_gemma":[0.9988151,0.0002737761,0.00005321416,0.0007254956,0.0001168856,0.00001547999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000110255,0.00007422223,0.004527796,0.000003388999,0.00000307901,0.000002314581,0.0002320917,0.00002508402,0.007905241,0.9391228,0.0001175634,0.04798531],"study_design_scores_gemma":[0.0003451095,0.00002874309,0.825435,0.0001173131,0.0000028313,0.00006231644,0.002067806,0.001022816,0.01498923,0.1347835,0.02090608,0.0002392369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693746,0.0005836908,0.00005547668,0.02482796,0.00005294645,0.00006607497,6.389285e-7,0.00009873781,0.004939884],"genre_scores_gemma":[0.9965866,0.00007251684,0.002893791,0.0002027991,0.00000418599,0.00002579691,0.00001246251,0.000001594089,0.0002003032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8209072,"threshold_uncertainty_score":0.6564782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03411020701471537,"score_gpt":0.3593032360895712,"score_spread":0.3251930290748558,"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."}}