{"id":"W6958607079","doi":"10.6084/m9.figshare.9992276.v1","title":"Scholarship and Publishing. 10 practical tips for new writers.","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"Advancements in PLL and VCO Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Session (web analytics); Key (lock)","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001410418,0.0007404329,0.0004829459,0.002368723,0.002538792,0.005955144,0.001002711,0.001844674,0.659401],"category_scores_gemma":[0.006807429,0.0003764121,0.0003296338,0.002188287,0.0007937227,0.00379808,0.00345919,0.002446441,0.5541943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197139,"about_ca_system_score_gemma":0.003209978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00255042,"about_ca_topic_score_gemma":0.0190728,"domain_scores_codex":[0.9984819,0.000196319,0.00007288341,0.0001407163,0.0009299133,0.0001782417],"domain_scores_gemma":[0.9959453,0.000458956,0.0001405333,0.0003713051,0.001658647,0.001425342],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007649493,0.00001256695,0.00004004178,0.00004120381,4.524476e-7,0.00002396105,0.00006246285,0.000007537063,0.00006404732,0.003558364,0.9352219,0.06095993],"study_design_scores_gemma":[0.000001563406,0.000003903124,0.00007729982,0.00003502526,2.370323e-7,0.00002326546,0.00006556397,0.00000703491,0.00002156521,0.0005960086,0.9991672,0.000001367995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0003619151,0.0036025,0.0008388834,0.01229076,0.01327703,0.00007486433,0.0006716144,0.0006275039,0.968255],"genre_scores_gemma":[0.0006440895,0.000687878,0.0002702397,0.0006970733,0.0005785098,0.00001354465,0.0001894244,0.0001398518,0.9967795],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9985896,"threshold_uncertainty_score":0.4858231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08835640600101641,"score_gpt":0.3068958512006492,"score_spread":0.2185394451996328,"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."}}