{"id":"W2966210203","doi":"10.29173/cais436","title":"Theories for the New Millennium: The Deployment of Theory in LIS Research","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sociology; Library science; Epistemology; Psychology; Social science; Philosophy; Computer science","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","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0153654,0.0002113407,0.00047923,0.0002728073,0.0002781819,0.002962005,0.006298685,0.0001056512,0.0001541382],"category_scores_gemma":[0.09446051,0.00009684292,0.0002200203,0.001081853,0.001494393,0.005245466,0.001917105,0.0003478726,0.00001253696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003835199,"about_ca_system_score_gemma":0.0002985048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001509805,"about_ca_topic_score_gemma":0.0001751145,"domain_scores_codex":[0.9961261,0.0002448801,0.0009996293,0.0004118635,0.001706304,0.0005112445],"domain_scores_gemma":[0.8857182,0.01725801,0.002166774,0.001835614,0.09276552,0.0002558889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003801254,0.0001713364,0.01108705,0.0001396155,0.0001180306,1.709808e-7,0.06604216,0.00001101427,0.002301004,0.7123284,0.1466673,0.0607538],"study_design_scores_gemma":[0.0005645162,0.0003004013,0.04333398,0.0001743644,0.00004957413,0.000002320349,0.06746199,0.0002610124,0.01460748,0.6227643,0.2503101,0.0001700006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197862,0.001252359,0.0008025248,0.05948691,0.0003685458,0.003069375,0.0002743361,0.00002622807,0.01493358],"genre_scores_gemma":[0.994858,0.0003589684,0.0002645983,0.0004300291,0.00008321278,0.0001701531,0.000001447448,0.00001521109,0.003818326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1104079,"threshold_uncertainty_score":0.9990777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.146704670753629,"score_gpt":0.3875776898947069,"score_spread":0.2408730191410779,"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."}}