{"id":"W2011923172","doi":"10.5539/ies.v4n1p134","title":"Task Structure as moderator of College Principals’ leadership behavior and their subordinates’ outcomes","year":2011,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Management and Quality","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Moderation; Social psychology; Job satisfaction; Task (project management); Scale (ratio); Path analysis (statistics); Applied psychology; Test (biology); Leadership style; Management; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001697465,0.0001332631,0.0001679505,0.0001606618,0.00008766931,0.00003242162,0.0004398473,0.00003197435,0.00005366229],"category_scores_gemma":[0.0002237382,0.0001051411,0.00004418234,0.0001400868,0.0001055563,0.0004179356,0.0001931095,0.00006571052,0.000007578956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005483489,"about_ca_system_score_gemma":0.0001297956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007408299,"about_ca_topic_score_gemma":0.00002529549,"domain_scores_codex":[0.9991049,0.00004338609,0.0002652514,0.0002596001,0.0002154792,0.0001113908],"domain_scores_gemma":[0.9985245,0.0001202179,0.0001708766,0.0002197842,0.0009208587,0.00004374479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001279791,0.000520394,0.2088407,0.00006528314,0.0003440679,7.962097e-7,0.02398417,8.879954e-7,0.0003070158,0.7547529,0.002127739,0.009043195],"study_design_scores_gemma":[0.0003553866,0.0000698916,0.8514515,0.00006852425,0.00003674071,0.00001147626,0.02649013,0.00007504388,0.005627571,0.1107245,0.004765897,0.0003233076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893554,0.0008154911,0.0006432954,0.004252202,0.00261045,0.0002025515,0.0000316905,0.00004100296,0.002047907],"genre_scores_gemma":[0.9913994,0.0000465064,0.00543066,0.0007065441,0.00005845723,0.00007646301,0.000008230472,0.00000549878,0.002268251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6440284,"threshold_uncertainty_score":0.4287531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1910138653908752,"score_gpt":0.3825178222416564,"score_spread":0.1915039568507812,"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."}}