{"id":"W7096088328","doi":"","title":"TEACHING AND LEARNING RESEARCH EXCHANGE Towards a Culture of Continuous Deliberation: Professional Development through Professional Dialogue","year":2003,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Foundation (evidence); Professional development; Educational research; Selection (genetic algorithm); Professional learning community","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.274166,0.00105181,0.001884663,0.006840398,0.01514365,0.04295469,0.006088639,0.0080235,0.005216267],"category_scores_gemma":[0.2436367,0.001765806,0.001286519,0.004682625,0.06442668,0.03119561,0.05501634,0.01397305,0.002536364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01008777,"about_ca_system_score_gemma":0.05225306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001698238,"about_ca_topic_score_gemma":0.002257248,"domain_scores_codex":[0.6379898,0.3248526,0.007071887,0.008277629,0.01810763,0.003700456],"domain_scores_gemma":[0.5604653,0.2938393,0.02087827,0.05675147,0.03179914,0.03626645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008659475,0.0002208794,0.003018532,0.0008609217,0.0001259725,0.0006546949,0.5468875,0.0009235813,0.001085315,0.2700114,0.03380075,0.1423239],"study_design_scores_gemma":[0.0001609584,0.0001905567,0.001662645,0.002950038,0.00005616324,0.001219316,0.2247419,0.002094738,0.0008075484,0.3803806,0.3855831,0.000152392],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05255701,0.007644649,0.4615159,0.3318349,0.003121942,0.003084569,0.0001330975,0.001015935,0.139092],"genre_scores_gemma":[0.6394047,0.005043706,0.3112151,0.01370287,0.001279608,0.003800087,0.0002041207,0.0007061478,0.02464363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.274166,"threshold_uncertainty_score":0.8950826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2345000057750298,"score_gpt":0.4951883345209956,"score_spread":0.2606883287459658,"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."}}