{"id":"W2336095254","doi":"10.1111/ssm.12169","title":"Leading Learning: Science Departments and the Chair","year":2016,"lang":"en","type":"article","venue":"School Science and Mathematics","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Affordance; Professional learning community; Science education; Narrative; Pedagogy; Sociology; Science learning; Experiential learning; Learning sciences; Psychology; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005790767,0.00006748045,0.00009818054,0.00009205216,0.002215702,0.0002933966,0.0003386134,0.00001923937,0.00003312344],"category_scores_gemma":[0.005915046,0.00003333895,0.0000126261,0.0006171337,0.009928887,0.000587842,0.0001098896,0.00007988168,0.00005106964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009662384,"about_ca_system_score_gemma":0.0005048916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003631033,"about_ca_topic_score_gemma":0.00004638959,"domain_scores_codex":[0.9985813,0.0000551379,0.000110758,0.0002160313,0.0006841546,0.0003526039],"domain_scores_gemma":[0.999171,0.0002624725,0.00006912459,0.0001211607,0.0001711636,0.0002051356],"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":[0.000006329122,0.00005334678,0.02031627,0.00002259186,0.000008771627,4.727001e-7,0.3866333,1.806203e-7,0.003362302,0.5647311,0.0008881913,0.02397716],"study_design_scores_gemma":[0.001726185,0.00007510101,0.025998,0.0001947121,0.00004664229,0.00001052559,0.830344,0.00012462,0.001258498,0.07997887,0.05972295,0.0005198936],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8559023,0.0004033556,0.0004345516,0.09951997,0.0003550024,0.0004290971,4.416864e-7,0.0001028621,0.04285238],"genre_scores_gemma":[0.9952678,0.0002785276,0.0006639959,0.0002606732,0.00006920499,0.00001431129,1.406666e-8,0.000002848274,0.003442587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4847522,"threshold_uncertainty_score":0.9990833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0872844994397375,"score_gpt":0.393068961542716,"score_spread":0.3057844621029785,"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."}}