{"id":"W2098842374","doi":"10.26522/tl.v3i2.48","title":"Support for Beginning Teachers: An Invitation to Participate in a Collaborative Induction Process","year":2006,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher induction; Certificate; Operationalization; General partnership; Professional development; Legislation; Political science; Teacher education; Medical education; Interim; Pedagogy; Public relations; Psychology; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005101324,0.0001104962,0.000153183,0.000198222,0.002147616,0.000182462,0.00007358557,0.00008380268,0.000007655256],"category_scores_gemma":[0.001759316,0.000115176,0.00001545215,0.0004118041,0.00005825149,0.0006111797,0.00002034388,0.0005933375,0.00000234738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902612,"about_ca_system_score_gemma":0.0001422448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005989734,"about_ca_topic_score_gemma":0.005791155,"domain_scores_codex":[0.9975989,0.001393786,0.000205854,0.0002924594,0.0002016839,0.0003073235],"domain_scores_gemma":[0.9994012,0.0002290363,0.000104788,0.000057281,0.0001155233,0.00009223937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007437514,0.0001144022,0.04146112,0.00001570456,0.00000529014,0.000001549193,0.8562945,0.009428583,0.002957975,0.006490593,0.000280081,0.08287582],"study_design_scores_gemma":[0.001609003,0.001451551,0.06057564,0.0002636236,0.00003910685,0.000001564017,0.7629091,0.007965411,0.0002738324,0.004574551,0.1595484,0.0007882789],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899406,0.00003080869,0.002583079,0.001554457,0.00007720324,0.0004049324,0.000001701389,0.0001453407,0.005261912],"genre_scores_gemma":[0.9949997,0.000001931917,0.003390742,0.0001310147,0.0002746803,0.00009334701,0.00002754762,0.00001566476,0.001065364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1592683,"threshold_uncertainty_score":0.9991515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0314665898149109,"score_gpt":0.3805835084413588,"score_spread":0.3491169186264479,"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."}}