{"id":"W7161847385","doi":"10.82308/41723","title":"An exploratory study on information work activities of competitive intelligence professionals","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exploratory research; Work (physics); Exploratory analysis; Order (exchange)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002508968,0.0003644938,0.0004381312,0.0007302834,0.0001987198,0.0001272726,0.000438763,0.0001501219,0.0006841069],"category_scores_gemma":[0.0001017834,0.0003185892,0.0001101441,0.0006173281,0.00006053988,0.002574283,0.00006426637,0.0003382656,0.0008152277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003954432,"about_ca_system_score_gemma":0.0001045278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006205976,"about_ca_topic_score_gemma":0.0007150662,"domain_scores_codex":[0.9982654,0.00004055053,0.0006295725,0.0002981289,0.0005558142,0.0002105209],"domain_scores_gemma":[0.9980096,0.0001417619,0.0006605868,0.0003504616,0.000822091,0.00001554111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.006827848,0.02201544,0.04402419,0.004546032,0.0009722778,0.0000857611,0.1836481,0.0003378972,0.0007583264,0.4900013,0.01472086,0.232062],"study_design_scores_gemma":[0.0003342814,0.0004644119,0.03987049,0.002407615,0.0001285136,5.745005e-7,0.9248143,0.0001619793,0.01747806,0.001250622,0.0117991,0.00129004],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7746296,0.00005341492,0.0003183345,0.00001599689,0.001374101,0.001027852,0.000007573676,0.0001332124,0.2224399],"genre_scores_gemma":[0.9962648,0.00002564621,0.0000225074,0.0002606186,0.0004396991,0.0001420223,0.0005937031,0.00002905949,0.002221983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7411662,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03383735203353145,"score_gpt":0.3034753421669503,"score_spread":0.2696379901334189,"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."}}