{"id":"W7036006336","doi":"","title":"ANALYSIS AND RECOMMENDATIONS FOR DEVELOPER LEARNING RESOURCES by","year":2012,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Documentation; Traceability; Internal documentation; Technical documentation; Software documentation; Code (set theory); Perspective (graphical); Interview","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004152693,0.001014107,0.0007502611,0.01082079,0.001147201,0.003733027,0.001442169,0.001421245,0.00616568],"category_scores_gemma":[0.04447322,0.00059648,0.001084388,0.007180726,0.0004274146,0.004928363,0.001419644,0.001550808,0.003178073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002737312,"about_ca_system_score_gemma":0.003014855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02910798,"about_ca_topic_score_gemma":0.05110037,"domain_scores_codex":[0.9927429,0.001849666,0.0005310681,0.001601729,0.002873595,0.0004010603],"domain_scores_gemma":[0.9700924,0.01582899,0.001792862,0.003032089,0.008434539,0.0008192022],"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":[0.0003394568,0.0005469844,0.237801,0.0007702981,0.0002211408,0.0005971412,0.007623141,0.00869802,0.003867452,0.009167489,0.03064684,0.699721],"study_design_scores_gemma":[0.0001832902,0.0006362728,0.2122476,0.001350915,0.0006186179,0.0008976167,0.02227114,0.5590601,0.01773363,0.0275584,0.1571183,0.0003242314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6442592,0.003396138,0.2737499,0.006939406,0.000288825,0.002453992,0.0157997,0.007230213,0.04588271],"genre_scores_gemma":[0.6919047,0.001009317,0.2779538,0.0003094676,0.00007695783,0.0008000681,0.01134432,0.0004979874,0.0161035],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02910798,"threshold_uncertainty_score":0.05787712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292854441774923,"score_gpt":0.2642125858122072,"score_spread":0.241284041394458,"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."}}