{"id":"W3124173109","doi":"10.7146/njlis.v1i2.120437","title":"“This is really interesting. I never even thought about this.” Methodological strategies for studying invisible information work.","year":2020,"lang":"en","type":"article","venue":"Nordic Journal of Library and Information Studies","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Visibility; Work (physics); Order (exchange); Visual research; Sociology; Epistemology; Data science; Computer science; Visual arts; Engineering; Art","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04226917,0.001193375,0.0007564432,0.004887915,0.01278972,0.01201857,0.003612884,0.003441082,0.009533848],"category_scores_gemma":[0.0791316,0.0007913049,0.0009544403,0.004133312,0.04003613,0.02284247,0.01003628,0.009851201,0.003188101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005971957,"about_ca_system_score_gemma":0.006599872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003770071,"about_ca_topic_score_gemma":0.006750697,"domain_scores_codex":[0.9462257,0.04264953,0.001087254,0.002637182,0.006195854,0.001204519],"domain_scores_gemma":[0.9350049,0.0356518,0.007623609,0.009130733,0.009968131,0.002620819],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009841817,0.0001070322,0.002826362,0.001256168,0.00005606757,0.0003961722,0.5207298,0.00009121223,0.0009091223,0.3914454,0.04914369,0.03294055],"study_design_scores_gemma":[0.00003209393,0.0001196086,0.002361692,0.002382102,0.00005628762,0.0007427122,0.4161398,0.0004332245,0.001298363,0.1422983,0.4340388,0.00009695123],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1068756,0.01838843,0.2062496,0.2011689,0.008486555,0.002486116,0.001003007,0.0006991965,0.4546427],"genre_scores_gemma":[0.7600551,0.007858939,0.1241327,0.04494795,0.001380503,0.005905353,0.0003834898,0.0006513945,0.05468468],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9577308,"threshold_uncertainty_score":0.2235434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1592604590670115,"score_gpt":0.3519105190339391,"score_spread":0.1926500599669276,"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."}}