{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005175046,0.00007166088,0.00008802423,0.000135564,0.00009350244,0.00002220342,0.000391279,0.00002859748,0.00001618106],"category_scores_gemma":[0.0003230428,0.00007804831,0.00001212322,0.0006586042,0.00001009644,0.0004668228,0.0001707205,0.0001549197,0.000003880205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142108,"about_ca_system_score_gemma":0.0002249651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002315116,"about_ca_topic_score_gemma":0.000009252749,"domain_scores_codex":[0.9991992,0.00009094828,0.0002131635,0.0002870582,0.00006750319,0.0001421159],"domain_scores_gemma":[0.9993152,0.0001274008,0.00009576456,0.0003652543,0.00006951468,0.00002688209],"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":[0.00001235442,0.0002496245,0.1496846,0.00002487738,0.000007288643,0.00004779,0.0008843443,0.001430389,0.001305442,0.1707523,0.002028747,0.6735722],"study_design_scores_gemma":[0.00005621391,0.0001009639,0.005708559,0.000008708495,0.000001462462,0.00004251801,0.0001019611,0.0001556988,0.0005759479,0.01221518,0.9808607,0.0001721209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4342276,0.01234629,0.5370686,0.006386002,0.007235712,0.0006247279,0.00001425056,0.0008939402,0.001202875],"genre_scores_gemma":[0.7871169,0.000103736,0.2109755,0.001017422,0.0001696476,0.0005274171,0.000012791,0.000007595928,0.00006892357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9788319,"threshold_uncertainty_score":0.3182718,"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."}}