{"id":"W1508277106","doi":"10.18438/b81p5v","title":"Time for Reflection and Planning","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Reflection (computer programming); Data science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02279685,0.00156567,0.001148672,0.002238861,0.004631591,0.006782148,0.004394313,0.005811432,0.2060474],"category_scores_gemma":[0.1638213,0.0008825312,0.00214478,0.001705873,0.002675986,0.01069777,0.01176252,0.01672737,0.08461154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004528574,"about_ca_system_score_gemma":0.01663553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248454,"about_ca_topic_score_gemma":0.003067723,"domain_scores_codex":[0.9742435,0.01155478,0.002452434,0.002007899,0.007942857,0.001798536],"domain_scores_gemma":[0.8616943,0.02862995,0.00367473,0.02109948,0.06833891,0.01656259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002062984,0.00007294669,0.0001623788,0.0004621407,0.00001750775,0.0002633116,0.0007342009,0.00009649849,0.0006064429,0.007636579,0.9082183,0.08152347],"study_design_scores_gemma":[0.00003085836,0.00005303251,0.0003071507,0.0008820874,0.00001354571,0.0001462847,0.001482769,0.00008158041,0.0004120244,0.005133459,0.9914253,0.00003185082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001752593,0.008233757,0.02275137,0.3648465,0.4338772,0.00211802,0.002458783,0.00190253,0.1620592],"genre_scores_gemma":[0.04266926,0.008156828,0.02519302,0.1240404,0.05012042,0.004943082,0.003638593,0.002497725,0.7387407],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2060474,"threshold_uncertainty_score":0.6892973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027082244377095,"score_gpt":0.4671700150078614,"score_spread":0.3644617905701518,"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."}}