{"id":"W2486144485","doi":"10.4018/978-1-4666-5206-4.ch014","title":"Technology Stewarding as a Medium to Develop and Sustain Niche Online Communities","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in social networking and online communities book series","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Operationalization; Argument (complex analysis); Livelihood; Vignette; Online community; Theme (computing); Knowledge management; Sociology; Public relations; Engineering; Psychology; Political science; Computer science; World Wide Web; Geography; Medicine; Social psychology; Epistemology","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001807495,0.0007452491,0.001312132,0.0007787925,0.001546001,0.00009649234,0.0006767141,0.0008391665,0.00009513948],"category_scores_gemma":[0.0001588364,0.0007998333,0.00006977176,0.0003235381,0.001973829,0.0002317881,0.001072466,0.003694717,0.000005080877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375811,"about_ca_system_score_gemma":0.0001299577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004611521,"about_ca_topic_score_gemma":0.005183513,"domain_scores_codex":[0.9964668,0.001345994,0.0008397132,0.0003662134,0.0002439618,0.0007373762],"domain_scores_gemma":[0.9967776,0.001668208,0.0005027716,0.0005991805,0.0003679027,0.00008431924],"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":[0.0004729966,0.00007631688,0.00527203,0.0003029285,0.0002925186,0.00004762278,0.09338982,0.00005013894,0.000002381559,0.4876649,0.001251456,0.4111769],"study_design_scores_gemma":[0.0004940762,0.0004085873,0.0005923433,0.001202196,0.00005491477,0.00006664418,0.09421872,0.00001067193,7.49858e-7,0.02609767,0.8761052,0.0007481773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08150415,0.2364253,0.00370027,0.01315849,0.005888011,0.001907919,0.000416299,0.001906908,0.6550927],"genre_scores_gemma":[0.2469663,0.07674696,0.0347559,0.009797877,0.008075024,0.0002362589,0.002316047,0.0008384223,0.6202673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8748538,"threshold_uncertainty_score":0.9997538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336146889307748,"score_gpt":0.3713411247616671,"score_spread":0.3279796558685897,"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."}}