{"id":"W4297579716","doi":"10.46692/9781847427373.009","title":"Practice in the making","year":2011,"lang":"en","type":"other","venue":"","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.01850714,0.001078965,0.0008248652,0.001722679,0.01408846,0.02189395,0.002901957,0.007119092,0.03090953],"category_scores_gemma":[0.02781489,0.000535025,0.0009151789,0.002122337,0.05789449,0.01554324,0.01604609,0.009236363,0.01027324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008932554,"about_ca_system_score_gemma":0.01949477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005620375,"about_ca_topic_score_gemma":0.005747777,"domain_scores_codex":[0.971971,0.01674464,0.001055054,0.003628079,0.004332218,0.002269007],"domain_scores_gemma":[0.9839451,0.006043607,0.001056548,0.004237767,0.002380795,0.002336227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001012857,0.00002647226,0.0001953958,0.0001002084,0.000007489458,0.0001318623,0.02221104,0.0001982094,0.0001252511,0.9180326,0.03895962,0.02000168],"study_design_scores_gemma":[0.00000750211,0.00001277574,0.0001069356,0.0005395748,0.000003702603,0.00008319501,0.01118624,0.0001160037,0.0001106743,0.2181684,0.769655,0.00001000481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004074835,0.004114286,0.02480128,0.07302497,0.002856519,0.0002192306,0.00006182503,0.0001808907,0.8906661],"genre_scores_gemma":[0.5592198,0.008343355,0.03587364,0.02653311,0.002271965,0.0007735192,0.0002292288,0.0004903126,0.3662651],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03090953,"threshold_uncertainty_score":0.1034027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686793487636255,"score_gpt":0.5230586412083357,"score_spread":0.3543792924447101,"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."}}