{"id":"W1559139218","doi":"10.1177/160940690400300106","title":"Tech Tips: Using Video Management/ Analysis Technology in Qualitative Research","year":2004,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Focus Groups and Qualitative Methods","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"CLIPS; Computer science; Multimedia; Qualitative research; Work (physics); Simple (philosophy); Software; Video editing; Human–computer interaction; Artificial intelligence; Operating system; Engineering; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02618719,0.001257295,0.0007208507,0.00448961,0.001931959,0.002353706,0.001541374,0.001990912,0.0291929],"category_scores_gemma":[0.1041011,0.001126491,0.0008826635,0.004065195,0.002071473,0.004394089,0.003147693,0.004251388,0.0112247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008568391,"about_ca_system_score_gemma":0.002076254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000775694,"about_ca_topic_score_gemma":0.002218483,"domain_scores_codex":[0.9703714,0.02451551,0.001657437,0.0006123852,0.002454311,0.0003890666],"domain_scores_gemma":[0.8801572,0.09888957,0.002728759,0.006543791,0.01035373,0.00132693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002844022,0.0003320583,0.0009302334,0.004944432,0.00005891678,0.0007347546,0.01927037,0.0006311188,0.01632811,0.0202219,0.2549061,0.6813576],"study_design_scores_gemma":[0.0005247865,0.001002764,0.004694957,0.007160449,0.000157507,0.004294083,0.01661313,0.01045483,0.02893719,0.07144907,0.8543278,0.0003834085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005403968,0.001408481,0.9213129,0.01365212,0.002353495,0.00584835,0.001544493,0.01013193,0.03834423],"genre_scores_gemma":[0.009353997,0.001249913,0.9713752,0.001826376,0.0003352598,0.006982068,0.0003540986,0.001633228,0.006889897],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0291929,"threshold_uncertainty_score":0.1384927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7845517402826568,"score_gpt":0.7667290898641408,"score_spread":0.01782265041851605,"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."}}