{"id":"W3087960878","doi":"","title":"TACKLING THE SHORTAGE OF PHYSICS TEACHERS","year":2020,"lang":"en","type":"article","venue":"Proceedings of The Australian Conference on Science and Mathematics Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Physics education; Certificate; Mathematics education; Quarter (Canadian coin); Science education; Medical education; Psychology; Mathematics; Medicine; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.01648989,0.0004705816,0.001132735,0.002856449,0.0144957,0.007753383,0.003134197,0.008457296,0.04580938],"category_scores_gemma":[0.02715087,0.001049459,0.0006931872,0.002137522,0.003079827,0.01303245,0.02104141,0.01036012,0.01587331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006149914,"about_ca_system_score_gemma":0.05103233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01390535,"about_ca_topic_score_gemma":0.02492842,"domain_scores_codex":[0.9908766,0.002171257,0.0004100699,0.0007912415,0.002095889,0.003654871],"domain_scores_gemma":[0.9335311,0.01028817,0.003687846,0.001396857,0.008858476,0.04223752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001302949,0.001407855,0.04826537,0.002522213,0.00005097116,0.002790088,0.05640275,0.000549871,0.003246336,0.02060343,0.4993675,0.3646634],"study_design_scores_gemma":[0.00009421142,0.0008962636,0.05592433,0.002688255,0.0000284596,0.001323165,0.1044678,0.0009029554,0.0009132942,0.01290414,0.8197652,0.00009199075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1259744,0.007856484,0.004507997,0.8120716,0.00424279,0.000240473,0.0003028775,0.0006946217,0.04410877],"genre_scores_gemma":[0.5793633,0.01378043,0.01329418,0.2741033,0.003593937,0.001016454,0.001127679,0.0007216146,0.1129991],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04580938,"threshold_uncertainty_score":0.1532477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214861248152637,"score_gpt":0.3850315298971628,"score_spread":0.2635454050818991,"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."}}