{"id":"W2141616858","doi":"10.29173/cmplct22978","title":"Collaborative Educational Leadership: The Emergence of Human Interactional Sense-Making Process as a Complex System","year":2014,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academy of Finland","keywords":"Process (computing); Psychology; Epistemology; Sociology; Cognitive science; Social psychology; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002837348,0.000162977,0.0001819572,0.001121104,0.001772375,0.007116647,0.0007207411,0.0008612022,0.003340506],"category_scores_gemma":[0.01636308,0.0002233972,0.0002339296,0.0008580977,0.007496274,0.003824845,0.003210611,0.001245035,0.0003216839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008002284,"about_ca_system_score_gemma":0.001539386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088803,"about_ca_topic_score_gemma":0.0008411699,"domain_scores_codex":[0.9974614,0.001388898,0.0000642814,0.0003602268,0.0005132236,0.0002118898],"domain_scores_gemma":[0.9874559,0.007593973,0.001240202,0.001733841,0.000919288,0.001056696],"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":[0.0001647984,0.0001912009,0.04050213,0.0002027425,0.00007277028,0.001571348,0.2704629,0.003165717,0.02467927,0.5743302,0.003181188,0.08147577],"study_design_scores_gemma":[0.0001019121,0.0003679919,0.0866586,0.0002293405,0.00005663184,0.001619007,0.1485893,0.03422889,0.008048149,0.6604696,0.05942252,0.0002080823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8360537,0.0003673241,0.08270018,0.003173249,0.0001117919,0.00008449138,0.00008706749,0.0002363898,0.07718572],"genre_scores_gemma":[0.9966487,0.00002472349,0.002724178,0.00003403211,0.000009073821,0.00001396931,0.00001167672,0.00001232376,0.0005212907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007116647,"threshold_uncertainty_score":0.01500547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0785463060555514,"score_gpt":0.3448988252766135,"score_spread":0.2663525192210621,"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."}}