{"id":"W4285280399","doi":"10.37590/able.v42.extabs22","title":"Topic Outlines, a tool to focus report writing","year":2022,"lang":"en","type":"article","venue":"Advances in Biology Laboratory Education","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Focus (optics); Linguistics; Computer science; Natural language processing; Philosophy; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0149477,0.001368342,0.0006436644,0.008384389,0.001272377,0.003761379,0.001791263,0.0009293212,0.07006419],"category_scores_gemma":[0.08544046,0.001103651,0.0008457156,0.003101237,0.0007268628,0.004073752,0.004463154,0.001827805,0.03165565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008899465,"about_ca_system_score_gemma":0.002520392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086416,"about_ca_topic_score_gemma":0.00167001,"domain_scores_codex":[0.9903544,0.004691734,0.001864057,0.001073614,0.001774018,0.000242184],"domain_scores_gemma":[0.917111,0.05618924,0.0050176,0.009600201,0.01018997,0.001891968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005497198,0.0003281719,0.002661276,0.002766971,0.00006400547,0.0005739157,0.0208222,0.0006417193,0.01821772,0.01655106,0.2431677,0.6936554],"study_design_scores_gemma":[0.0001471322,0.0002249402,0.002533141,0.0005385669,0.00005830192,0.0004755233,0.003129447,0.003048294,0.01010158,0.008203469,0.9714196,0.0001200081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.02680516,0.00139519,0.6939542,0.004334643,0.005327967,0.01349621,0.02273116,0.09483533,0.1371201],"genre_scores_gemma":[0.06843367,0.0008981433,0.7978299,0.0009512779,0.0009497689,0.01176249,0.008740909,0.01093214,0.09950171],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.07006419,"threshold_uncertainty_score":0.2343881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007301175370269278,"score_gpt":0.3290680301858919,"score_spread":0.3217668548156226,"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."}}