{"id":"W4293295051","doi":"10.22230/src.2022v13n2a425","title":"Creating Communities of Inquiry in Research and Scholarship Via Online Videos","year":2022,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Distance education; Scholarship; Library science; Political science; Humanities; Coronavirus disease 2019 (COVID-19); Sociology; Computer science; Pedagogy; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.04020963,0.00005406002,0.00011287,0.000587754,0.005660458,0.0004450832,0.0007660945,0.00006242375,0.0002066342],"category_scores_gemma":[0.002058515,0.00005933971,0.00001312014,0.001184035,0.001250539,0.00157521,0.001375972,0.003258992,0.000002506356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002351612,"about_ca_system_score_gemma":0.0002834171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02399112,"about_ca_topic_score_gemma":0.01085019,"domain_scores_codex":[0.9841011,0.01386645,0.0002726196,0.0001427601,0.001277236,0.000339896],"domain_scores_gemma":[0.9953035,0.003154573,0.00006803534,0.0005604243,0.0008062635,0.0001072062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001478353,0.001267263,0.3366172,0.00009119927,0.00002968689,0.000002381263,0.4993026,0.00002625245,0.001639565,0.1099605,0.0005788022,0.05033676],"study_design_scores_gemma":[0.0004104017,0.0002507821,0.3063323,0.0001116362,0.000002781114,0.000001769879,0.5971237,0.00006228989,0.00004584966,0.03170519,0.06385073,0.0001025388],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803294,0.003910787,0.000005408142,0.009696878,0.00004189078,0.0003543551,0.000006482439,0.0000136038,0.005641174],"genre_scores_gemma":[0.9915223,0.006846011,0.0007908512,0.0000508686,0.00003667546,0.000123076,0.00003239221,0.00000852046,0.000589291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09782117,"threshold_uncertainty_score":0.9990405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5562989879118336,"score_gpt":0.5580528349714915,"score_spread":0.001753847059657865,"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."}}