{"id":"W1900177705","doi":"10.22230/src.2014v5n2a158","title":"Academic Prototyping as a Method of Knowledge Production: The Case of the Dynamic Table of Contexts","year":2014,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Mount Royal University; McMaster University; University of British Columbia; University of Guelph; University of Alberta","funders":"","keywords":"Table (database); Computer science; Focus (optics); Process (computing); Production (economics); Rapid prototyping; Ethnography; Knowledge management; Engineering ethics; Sociology; Software engineering; Engineering; Programming language; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02508351,0.0009015714,0.0009338257,0.003481685,0.01511423,0.02005744,0.00336247,0.005837265,0.0108514],"category_scores_gemma":[0.0378384,0.001115283,0.00115844,0.003823363,0.03518444,0.02135096,0.01757066,0.005433583,0.002031783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004103088,"about_ca_system_score_gemma":0.004334211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002700928,"about_ca_topic_score_gemma":0.002944897,"domain_scores_codex":[0.9594673,0.0336996,0.0006004349,0.001772951,0.002985936,0.001473706],"domain_scores_gemma":[0.9428168,0.04287934,0.001233782,0.009338262,0.001553287,0.002178631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001224216,0.00006477728,0.001000791,0.0002419192,0.00001655698,0.003930365,0.1232454,0.001766212,0.001139599,0.8348977,0.003263111,0.0303112],"study_design_scores_gemma":[0.0001748363,0.000209631,0.0007744023,0.0006449231,0.00005027868,0.005019865,0.08289401,0.01094927,0.003716876,0.4599243,0.435493,0.000148677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1180758,0.002136355,0.4729548,0.015763,0.0005998466,0.0007081252,0.0001595379,0.0007914299,0.388811],"genre_scores_gemma":[0.840345,0.0007503646,0.1355801,0.0006947738,0.0001137417,0.0008061369,0.00005883821,0.0003501865,0.0213008],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02508351,"threshold_uncertainty_score":0.1326559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07403107913765114,"score_gpt":0.4902902739774884,"score_spread":0.4162591948398372,"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."}}